From f627c433e4e92f06982c26da30e7c0417b98d292 Mon Sep 17 00:00:00 2001 From: lilei <46843105+Flow3rDown@users.noreply.github.com> Date: Mon, 27 Sep 2021 01:11:43 -0500 Subject: [PATCH] ner-few-shot --- example/ner/few-shot/README.md | 57 + .../ner/few-shot/data/atis/10-shot-train.txt | 4537 + .../ner/few-shot/data/atis/20-shot-train.txt | 9500 + .../ner/few-shot/data/atis/50-shot-train.txt | 17782 ++ example/ner/few-shot/data/atis/test.txt | 10093 + example/ner/few-shot/data/conll2003/dev.txt | 55044 ++++ .../data/conll2003/indomain-train.txt | 57074 ++++ example/ner/few-shot/data/conll2003/test.txt | 50350 ++++ example/ner/few-shot/data/conll2003/train.txt | 219554 +++++++++++++++ .../few-shot/data/mit-movie/10-shot-train.txt | 558 + .../data/mit-movie/100-shot-train.txt | 7284 + .../few-shot/data/mit-movie/20-shot-train.txt | 1539 + .../data/mit-movie/200-shot-train.txt | 13405 + .../few-shot/data/mit-movie/50-shot-train.txt | 3211 + .../data/mit-movie/500-shot-train.txt | 25802 ++ example/ner/few-shot/data/mit-movie/test.txt | 27131 ++ .../data/mit-restaurant/10-shot-train.txt | 456 + .../data/mit-restaurant/100-shot-train.txt | 4053 + .../data/mit-restaurant/20-shot-train.txt | 909 + .../data/mit-restaurant/200-shot-train.txt | 8547 + .../data/mit-restaurant/50-shot-train.txt | 2019 + .../data/mit-restaurant/500-shot-train.txt | 20508 ++ .../ner/few-shot/data/mit-restaurant/test.txt | 15779 ++ example/ner/few-shot/requirements.txt | 3 + example/ner/few-shot/run.py | 145 + example/ner/few-shot/run_conll2003.sh | 21 + example/ner/few-shot/run_fewshot.sh | 46 + example/ner/few-shot/run_predict.sh | 18 + 28 files changed, 555425 insertions(+) create mode 100644 example/ner/few-shot/README.md create mode 100644 example/ner/few-shot/data/atis/10-shot-train.txt create mode 100644 example/ner/few-shot/data/atis/20-shot-train.txt create mode 100644 example/ner/few-shot/data/atis/50-shot-train.txt create mode 100644 example/ner/few-shot/data/atis/test.txt create mode 100644 example/ner/few-shot/data/conll2003/dev.txt create mode 100644 example/ner/few-shot/data/conll2003/indomain-train.txt create mode 100644 example/ner/few-shot/data/conll2003/test.txt create mode 100644 example/ner/few-shot/data/conll2003/train.txt create mode 100644 example/ner/few-shot/data/mit-movie/10-shot-train.txt create mode 100644 example/ner/few-shot/data/mit-movie/100-shot-train.txt create mode 100644 example/ner/few-shot/data/mit-movie/20-shot-train.txt create mode 100644 example/ner/few-shot/data/mit-movie/200-shot-train.txt create mode 100644 example/ner/few-shot/data/mit-movie/50-shot-train.txt create mode 100644 example/ner/few-shot/data/mit-movie/500-shot-train.txt create mode 100644 example/ner/few-shot/data/mit-movie/test.txt create mode 100644 example/ner/few-shot/data/mit-restaurant/10-shot-train.txt create mode 100644 example/ner/few-shot/data/mit-restaurant/100-shot-train.txt create mode 100644 example/ner/few-shot/data/mit-restaurant/20-shot-train.txt create mode 100644 example/ner/few-shot/data/mit-restaurant/200-shot-train.txt create mode 100644 example/ner/few-shot/data/mit-restaurant/50-shot-train.txt create mode 100644 example/ner/few-shot/data/mit-restaurant/500-shot-train.txt create mode 100644 example/ner/few-shot/data/mit-restaurant/test.txt create mode 100644 example/ner/few-shot/requirements.txt create mode 100644 example/ner/few-shot/run.py create mode 100644 example/ner/few-shot/run_conll2003.sh create mode 100644 example/ner/few-shot/run_fewshot.sh create mode 100644 example/ner/few-shot/run_predict.sh diff --git a/example/ner/few-shot/README.md b/example/ner/few-shot/README.md new file mode 100644 index 0000000..2672b5f --- /dev/null +++ b/example/ner/few-shot/README.md @@ -0,0 +1,57 @@ +## 快速上手 + +### 环境依赖 + +> python == 3.8 + +- torch == 1.7 +- tensorboardX ==2.4 +- transformers == 3.4.0 +- deepke + +### 克隆代码 +``` +git clone git@github.com:zjunlp/DeepKE.git +``` +### 使用pip安装 + +首先创建python虚拟环境,再进入虚拟环境 + +- 安装依赖: ```pip install -r requirements.txt``` + +### 使用数据进行训练预测 + +- 存放数据:在 `data` 文件夹下存放训练数据。包含conll2003,mit-movie,mit-restaurant和atis等数据集。 + +- conll2003包含以下数据: + + - `train.txt`:存放训练数据集 + + - `dev.txt`:存放验证数据集 + + - `test.txt`:存放测试数据集 + + - `indomain-train.txt`:存放indomain数据集 + +- mit-movie, mit-restaurant和atis包含以下数据: + + - `k-shot-train.txt`:k=[10, 20, 50, 100, 200, 500],存放训练数据集 + + - `test.txt`:存放测试数据集 + + +- 开始训练:模型加载和保存位置以及配置可以在shell脚本中修改 + + - 训练conll2003:` bash run_conll2003.sh ` + + - 不加载模型,直接进行few-shot训练:` bash run_fewshot.sh "mit-movie" False ` + + - 加载模型,进行few-shot训练:` bash run_fewshot.sh "mit-movie" True` + +- 每次训练的日志保存在 `logs` 文件夹内,模型结果保存目录可以自定义。 + +- 进行预测: ` bash run_predict.sh ` + + +## 模型内容 +LightNER diff --git a/example/ner/few-shot/data/atis/10-shot-train.txt b/example/ner/few-shot/data/atis/10-shot-train.txt new file mode 100644 index 0000000..b0d7211 --- /dev/null +++ b/example/ner/few-shot/data/atis/10-shot-train.txt @@ -0,0 +1,4537 @@ +-DOCSTART- O + +show O +flights O +leaving 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O + +After O +bowling O +Somerset B-ORG +out O +for O +83 O +on O +the O +opening O +morning O +at O +Grace B-LOC +Road I-LOC +, O +Leicestershire B-ORG +extended O +their O +first O +innings O +by O +94 O +runs O +before O +being O +bowled O +out O +for O +296 O +with O +England B-LOC +discard O +Andy B-PER +Caddick I-PER +taking O +three O +for O +83 O +. O + +Trailing O +by O +213 O +, O +Somerset B-ORG +got O +a O +solid O +start O +to O +their O +second O +innings O +before O +Simmons B-PER +stepped O +in O +to O +bundle O +them O +out O +for O +174 O +. O + +Essex B-ORG +, O +however O +, O +look O +certain O +to O +regain O +their O +top O +spot O +after O +Nasser B-PER +Hussain I-PER +and O +Peter B-PER +Such I-PER +gave O +them O +a O +firm O +grip O +on O +their O +match O +against O +Yorkshire B-ORG +at O +Headingley B-LOC +. O + +Hussain B-PER +, O +considered O +surplus O +to O +England B-LOC +'s O +one-day O +requirements O +, O +struck O +158 O +, O +his O +first O +championship O +century O +of O +the O +season O +, O +as O +Essex B-ORG +reached O +372 O +and O +took O +a O +first O +innings O +lead O +of O +82 O +. O + +By O +the O +close O +Yorkshire B-ORG +had O +turned O +that O +into O +a O +37-run O +advantage O +but O +off-spinner O +Such B-PER +had O +scuttled O +their O +hopes O +, O +taking O +four O +for O +24 O +in O +48 O +balls O +and O +leaving O +them O +hanging O +on O +119 O +for O +five O +and O +praying O +for O +rain O +. O + +At O +the O +Oval B-LOC +, O +Surrey B-ORG +captain O +Chris B-PER +Lewis I-PER +, O +another O +man O +dumped O +by O +England B-LOC +, O +continued O +to O +silence O +his O +critics O +as O +he O +followed O +his O +four O +for O +45 O +on O +Thursday O +with O +80 O +not O +out O +on O +Friday O +in O +the O +match O +against O +Warwickshire B-ORG +. O + +He O +was O +well O +backed O +by O +England B-LOC +hopeful O +Mark B-PER +Butcher I-PER +who O +made O +70 O +as O +Surrey B-ORG +closed O +on O +429 O +for O +seven O +, O +a O +lead O +of O +234 O +. O + +Derbyshire B-ORG +kept O +up O +the O +hunt O +for O +their O +first O +championship O +title O +since O +1936 O +by O +reducing O +Worcestershire B-ORG +to O +133 O +for O +five O +in O +their O +second O +innings O +, O +still O +100 O +runs O +away O +from O +avoiding O +an O +innings O +defeat O +. O + +Australian B-MISC +Tom B-PER +Moody I-PER +took O +six O +for O +82 O +but O +Chris B-PER +Adams I-PER +, O +123 O +, O +and O +Tim B-PER +O'Gorman I-PER +, O +109 O +, O +took O +Derbyshire B-ORG +to O +471 O +and O +a O +first O +innings O +lead O +of O +233 O +. O + +After O +the O +frustration O +of O +seeing O +the O +opening O +day O +of O +their O +match O +badly O +affected O +by O +the O +weather O +, O +Kent B-ORG +stepped O +up O +a O +gear O +to O +dismiss O +Nottinghamshire B-ORG +for O +214 O +. O + +They O +were O +held O +up O +by O +a O +gritty O +84 O +from O +Paul B-PER +Johnson I-PER +but O +ex-England B-MISC +fast O +bowler O +Martin B-PER +McCague I-PER +took O +four O +for O +55 O +. O + +By O +stumps O +Kent B-ORG +had O +reached O +108 O +for O +three O +. O + +-DOCSTART- O + +CRICKET O +- O +ENGLISH B-MISC +COUNTY I-MISC +CHAMPIONSHIP I-MISC +SCORES O +. O + +LONDON B-LOC +1996-08-30 O + +Result O +and O +close O +of O +play O +scores O +in O +English B-MISC +county O +championship O +matches O +on O +Friday O +: O + +Leicester B-LOC +: O +Leicestershire B-ORG +beat O +Somerset B-ORG +by O +an O +innings O +and O +39 O +runs O +. O + +Somerset B-ORG +83 O +and O +174 O +( O +P. B-PER +Simmons I-PER +4-38 O +) O +, O +Leicestershire B-ORG +296 O +. O + +Leicestershire B-ORG +22 O +points O +, O +Somerset B-ORG +4 O +. O + +Chester-le-Street B-LOC +: O +Glamorgan B-ORG +259 O +and O +207 O +( O +A. B-PER +Dale I-PER +69 O +, O +H. B-PER +Morris I-PER +69 O +; O +D. B-PER +Blenkiron I-PER +4-43 O +) O +, O +Durham B-ORG +114 O +( O +S. B-PER +Watkin I-PER +4-28 O +) O +and O +81-3 O +. O + +Tunbridge B-LOC +Wells I-LOC +: O +Nottinghamshire B-ORG +214 O +( O +P. B-PER +Johnson I-PER +84 O +; O +M. B-PER +McCague I-PER +4-55 O +) O +, O +Kent B-ORG +108-3 O +. O + +London B-LOC +( O +The B-LOC +Oval I-LOC +) O +: O +Warwickshire B-ORG +195 O +, O +Surrey B-ORG +429-7 O +( O +C. B-PER +Lewis I-PER +80 O +not O +out O +, O +M. B-PER +Butcher I-PER +70 O +, O +G. B-PER +Kersey I-PER +63 O +, O +J. B-PER +Ratcliffe I-PER +63 O +, O +D. B-PER +Bicknell I-PER +55 O +) O +. O + +Hove B-LOC +: O +Sussex B-ORG +363 O +( O +W. B-PER +Athey I-PER +111 O +, O +V. B-PER +Drakes I-PER +52 O +; O +I. B-PER +Austin I-PER +4-37 O +) O +, O +Lancashire B-ORG +197-8 O +( O +W. B-PER +Hegg I-PER +54 O +) O + +Portsmouth B-LOC +: O +Middlesex B-ORG +199 O +and O +426 O +( O +J. B-PER +Pooley I-PER +111 O +, O +M. B-PER +Ramprakash I-PER +108 O +, O +M. B-PER +Gatting I-PER +83 O +) O +, O +Hampshire B-ORG +232 O +and O +109-5 O +. O + +Chesterfield B-LOC +: O +Worcestershire B-ORG +238 O +and O +133-5 O +, O +Derbyshire B-ORG +471 O +( O +J. B-PER +Adams I-PER +123 O +, O +T.O'Gorman B-PER +109 O +not O +out O +, O +K. B-PER +Barnett I-PER +87 O +; O +T. B-PER +Moody I-PER +6-82 O +) O + +Bristol B-LOC +: O +Gloucestershire B-ORG +183 O +and O +185-6 O +( O +J. B-PER +Russell I-PER +56 O +not O +out O +) O +, O +Northamptonshire B-ORG +190 O +( O +K. B-PER +Curran I-PER +52 O +; O +A. B-PER +Smith I-PER +5-68 O +) O +. O + +-DOCSTART- O + +CRICKET O +- O +1997 O +ASHES B-MISC +INTINERARY O +. O + +LONDON B-LOC +1996-08-30 O + +Australia B-LOC +will O +defend O +the O +Ashes B-MISC +in O + +a O +six-test O +series O +against O +England B-LOC +during O +a O +four-month O +tour O + +starting O +on O +May O +13 O +next O +year O +, O +the O +Test B-ORG +and I-ORG +County I-ORG +Cricket I-ORG +Board I-ORG + +said O +on O +Friday O +. O + +Australia B-LOC +will O +also O +play O +three O +one-day O +internationals O +and O + +four O +one-day O +warm-up O +matches O +at O +the O +start O +of O +the O +tour O +. O + +The O +tourists O +will O +play O +nine O +first-class O +matches O +against O + +English B-MISC +county O +sides O +and O +another O +against O +British B-ORG +Universities I-ORG +, O + +as O +well O +as O +one-day O +matches O +against O +the O +Minor B-ORG +Counties I-ORG +and O + +Scotland B-LOC +. O + +Tour O +itinerary O +: O + +May O + +May O +13 O +Arrive O +in O +London B-LOC + +May O +14 O +Practice O +at O +Lord B-LOC +'s I-LOC + +May O +15 O +v O +Duke B-ORG +of I-ORG +Norfolk I-ORG +'s I-ORG +XI I-ORG +( O +at O +Arundel B-LOC +) O + +May O +17 O +v O +Northampton B-ORG + +May O +18 O +v O +Worcestershire B-ORG + +May O +20 O +v O +Durham B-ORG + +May O +22 O +First O +one-day O +international O +( O +at O +Headingley B-LOC +, O + +Leeds B-ORG +) O + +May O +24 O +Second O +one-day O +international O +( O +at O +The B-LOC +Oval I-LOC +, O + +London B-LOC +) O + +May O +25 O +Third O +one-day O +international O +( O +at O +Lord B-LOC +'s I-LOC +, O +London B-LOC +) O + +May O +27-29 O +v O +Gloucestershire B-ORG +or O +Sussex B-ORG +or O +Surrey B-ORG +( O +three O + +days O +) O + +May O +31 O +- O +June O +2 O +v O +Derbyshire B-ORG +( O +three O +days O +) O + +June O + +June O +5-9 O +First O +test O +match O +( O +at O +Edgbaston B-LOC +, O +Birmingham B-LOC +) O + +June O +11-13 O +v O +a O +first O +class O +county O +( O +to O +be O +confirmed O +) O + +June O +14-16 O +v O +Leicestershire B-ORG +( O +three O +days O +) O + +June O +19-23 O +Second O +test O +( O +at O +Lord B-LOC +'s I-LOC +) O + +June O +25-27 O +v O +British B-ORG +Universities I-ORG +( O +at O +Oxford B-LOC +, O +three O +days O +) O + +June O +28-30 O +v O +Hampshire B-ORG +( O +three O +days O +) O + +July O + +July O +3-7 O +Third O +test O +( O +at O +Old B-LOC +Trafford I-LOC +, O +Manchester B-LOC +) O + +July O +9 O +v O +Minor B-ORG +Counties I-ORG +XI I-ORG + +July O +12 O +v O +Scotland B-LOC + +July O +16-18 O +v O +Glamorgan B-ORG +( O +three O +days O +) O + +July O +19-21 O +v O +Middlesex B-ORG +( O +three O +days O +) O + +July O +24-28 O +Fourth O +test O +( O +at O +Headingley B-LOC +) O + +August O + +August O +1-4 O +v O +Somerset B-ORG +( O +four O +days O +) O + +August O +7-11 O +Fifth O +test O +( O +at O +Trent B-LOC +Bridge I-LOC +, O +Nottingham B-LOC +) O + +August O +16-18 O +v O +Kent B-ORG +( O +three O +days O +) O + +August O +21-25 O +Sixth O +test O +( O +at O +The B-LOC +Oval I-LOC +, O +London B-LOC +) O +. O + +-DOCSTART- O + +SOCCER O +- O +SHEARER B-PER +NAMED O +AS O +ENGLAND B-LOC +CAPTAIN O +. O + +LONDON B-LOC +1996-08-30 O + +The O +world O +'s O +costliest O +footballer O +Alan B-PER +Shearer I-PER +was O +named O +as O +the O +new O +England B-LOC +captain O +on O +Friday O +. O + +The O +26-year-old O +, O +who O +joined O +Newcastle B-ORG +for O +15 O +million O +pounds O +sterling O +( O +$ O +23.4 O +million O +) O +, O +takes O +over O +from O +Tony B-PER +Adams I-PER +, O +who O +led O +the O +side O +during O +the O +European B-MISC +championship O +in O +June O +, O +and O +former O +captain O +David B-PER +Platt I-PER +. O + +Adams B-PER +and O +Platt B-PER +are O +both O +injured O +and O +will O +miss O +England B-LOC +'s O +opening O +World B-MISC +Cup I-MISC +qualifier O +against O +Moldova B-LOC +on O +Sunday O +. O + +Shearer B-PER +takes O +the O +captaincy O +on O +a O +trial O +basis O +, O +but O +new O +coach O +Glenn B-PER +Hoddle I-PER +said O +he O +saw O +no O +reason O +why O +the O +former O +Blackburn B-ORG +and O +Southampton B-ORG +skipper O +should O +not O +make O +the O +post O +his O +own O +. O + +" O +I O +'m O +sure O +there O +wo O +n't O +be O +a O +problem O +, O +I O +'m O +sure O +Alan B-PER +is O +the O +man O +for O +the O +job O +, O +" O +Hoddle B-PER +said O +. O + +" O +There O +were O +three O +or O +four O +people O +who O +could O +have O +done O +it O +but O +when O +I O +spoke O +to O +Alan B-PER +he O +was O +up O +for O +it O +and O +really O +wanted O +it O +. O + +" O +In O +four O +days O +it O +'s O +very O +difficult O +to O +come O +to O +a O +100 O +percent O +conclusion O +about O +something O +like O +this O +... O + +but O +he O +knows O +how O +to O +conduct O +himself O +, O +his O +team O +mates O +respect O +him O +and O +he O +knows O +about O +the O +team O +situation O +even O +though O +he O +plays O +up O +front O +. O +" O + +Shearer B-PER +'s O +Euro B-MISC +96 I-MISC +striking O +partner O +Teddy B-PER +Sheringham I-PER +withdrew O +from O +the O +squad O +with O +an O +injury O +on O +Friday O +. O + +He O +will O +probably O +be O +replaced O +by O +Shearer B-PER +'s O +Newcastle B-ORG +team O +mate O +Les B-PER +Ferdinand I-PER +. O + +-DOCSTART- O + +BASKETBALL O +- O +INTERNATIONAL O +TOURNAMENT O +RESULT O +. O + +BELGRADE B-LOC +1996-08-30 O + +Result O +in O +an O +international O + +basketball O +tournament O +on O +Friday O +: O + +Red B-ORG +Star I-ORG +( O +Yugoslavia B-LOC +) O +beat O +Dinamo B-ORG +( O +Russia B-LOC +) O +92-90 O +( O +halftime O + +47-47 O +) O + +-DOCSTART- O + +SOCCER O +- O +ROMANIA B-LOC +BEAT O +LITHUANIA B-LOC +IN O +UNDER-21 O +MATCH O +. O + +BUCHAREST B-LOC +1996-08-30 O + +Romania B-LOC +beat O +Lithuania B-LOC +2-1 O +( O +halftime O +1-1 O +) O +in O +their O +European B-MISC +under-21 O +soccer O +match O +on O +Friday O +. O + +Scorers O +: O + +Romania B-LOC +- O +Cosmin B-PER +Contra I-PER +( O +31st O +) O +, O +Mihai B-PER +Tararache I-PER +( O +75th O +) O + +Lithuania B-LOC +- O +Danius B-PER +Gleveckas I-PER +( O +13rd O +) O + +Attendance O +: O +200 O + +-DOCSTART- O + +SOCCER O +- O +ROTOR B-ORG +FANS O +LOCKED O +OUT O +AFTER O +VOLGOGRAD B-LOC +VIOLENCE O +. O + +MOSCOW B-LOC +1996-08-30 O + +Rotor B-ORG +Volgograd I-ORG +must O +play O +their O +next O +home O +game O +behind O +closed O +doors O +after O +fans O +hurled O +bottles O +and O +stones O +at O +Dynamo B-ORG +Moscow I-ORG +players O +during O +a O +1-0 O +home O +defeat O +on O +Saturday O +that O +ended O +Rotor B-ORG +'s O +brief O +spell O +as O +league O +leaders O +. O + +The O +head O +of O +the O +Russian B-MISC +league O +'s O +disciplinary O +committee O +, O +Anatoly B-PER +Gorokhovsky I-PER +, O +said O +on O +Friday O +that O +Rotor B-ORG +would O +play O +Lada B-ORG +Togliatti I-ORG +to O +empty O +stands O +on O +September O +3 O +. O + +The O +club O +, O +who O +put O +Manchester B-ORG +United I-ORG +out O +of O +last O +year O +'s O +UEFA B-MISC +Cup I-MISC +, O +were O +fined O +$ O +1,000 O +. O + +Despite O +the O +defeat O +, O +Rotor B-ORG +are O +well O +placed O +with O +11 O +games O +to O +play O +in O +the O +championship O +. O + +Lying O +three O +points O +behind O +Alania B-ORG +and O +two O +behind O +Dynamo B-ORG +Moscow I-ORG +, O +the O +Volgograd B-LOC +side O +have O +a O +game O +in O +hand O +over O +the O +leaders O +and O +two O +over O +the O +Moscow B-LOC +club O +. O + +-DOCSTART- O + +BOXING O +- O +PANAMA B-LOC +'S O +ROBERTO B-PER +DURAN I-PER +FIGHTS O +THE O +SANDS O +OF O +TIME O +. O + +PANAMA B-LOC +CITY I-LOC +1996-08-30 O + +Panamanian B-MISC +boxing O +legend O +Roberto B-PER +" I-PER +Hands I-PER +of I-PER +Stone I-PER +" I-PER +Duran I-PER +climbs O +into O +the O +ring O +on O +Saturday O +in O +another O +age-defying O +attempt O +to O +sustain O +his O +long O +career O +. O + +Duran B-PER +, O +45 O +, O +takes O +on O +little-known O +Mexican B-MISC +Ariel B-PER +Cruz I-PER +, O +30 O +, O +in O +a O +super O +middleweight O +non-title O +bout O +in O +Panama B-LOC +City I-LOC +. O + +The O +fight O +, O +Duran B-PER +'s O +first O +on O +home O +soil O +for O +10 O +years O +, O +is O +being O +billed O +here O +as O +the O +" O +Return B-MISC +of I-MISC +the I-MISC +Legend I-MISC +" O +and O +Duran B-PER +still O +talks O +as O +if O +he O +was O +in O +his O +prime O +. O + +" O +I O +want O +a O +fifth O +title O +. O + +This O +match O +is O +to O +prepare O +me O +. O + +I O +feel O +good O +. 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O +Jack B-PER +Pierce I-PER +( O +U.S. B-LOC +) O +13.60 O + +Men O +'s O +200 O +metres O + +1. O +Frankie B-PER +Fredericks I-PER +( O +Namibia B-LOC +) O +19.97 O +seconds O + +2. O +Michael B-PER +Johnson I-PER +( O +U.S. B-LOC +) O +20.02 O + +3. O +Ato B-PER +Boldon I-PER +( O +Trinidad B-LOC +) O +20.37 O + +4. O +Geir B-PER +Moen I-PER +( O +Norway B-LOC +) O +20.41 O + +5. O +Patrick B-PER +Stevens I-PER +( O +Belgium B-LOC +) O +20.54 O + +6. O +Jon B-PER +Drummond I-PER +( O +U.S. B-LOC +) O +20.78 O + +7. O +Claus B-PER +Hirsbro I-PER +( O +Denmark B-LOC +) O +20.90 O + +8. O +Ivan B-PER +Garcia I-PER +( O +Cuba B-LOC +) O +20.96 O + +Women O +'s O +shot O +put O + +1. O +Astrid B-PER +Kumbernuss I-PER +( O +Germany B-LOC +) O +19.89 O +metres O + +2. O +Claudia B-PER +Mues I-PER +( O +Germany B-LOC +) O +18.80 O + +3. O +Irina B-PER +Korzhanenko I-PER +( O +Russia B-LOC +) O +18.63 O + +4. O +Valentina B-PER +Fedyushina I-PER +( O +Russia B-LOC +) O +18.55 O + +5. O +Stephanie B-PER +Storp I-PER +( O +Germany B-LOC +) O +18.41 O + +Men O +'s O +mile O + +1. O +Noureddine B-PER +Morceli I-PER +( O +Algeria B-LOC +) O +3 O +minutes O +49.09 O +seconds O + +2. O +Venuste B-PER +Niyongabo I-PER +( O +Burundi B-LOC +) O +3:51.01 O + +3. O +William B-PER +Tanui I-PER +( O +Kenya B-LOC +) O +3:51.40 O + +4. O +Laban B-PER +Rotich I-PER +( O +Kenya B-LOC +) O +3:53.42 O + +5. O +Marko B-PER +Koers I-PER +( O +Netherlands B-LOC +) O +3:53.47 O + +6. O +Isaac B-PER +Viciosa I-PER +( O +Spain B-LOC +) O +3:53.85 O + +7. O +John B-PER +Mayock I-PER +( O +Britain B-LOC +) O +3:54.67 O + +8. O +Marcus B-PER +O'Sullivan I-PER +( O +Ireland B-LOC +) O +3:54.87 O + +Men O +'s O +discus O + +1. O +Lars B-PER +Riedel I-PER +( O +Germany B-LOC +) O +70.60 O +metres O + +2. O +Anthony B-PER +Washington I-PER +( O +U.S. B-LOC +) O +68.44 O + +3. O +Vasily B-PER +Kaptyukh I-PER +( O +Belarus B-LOC +) O +66.24 O + +4. 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O +Gabriela B-PER +Szabo I-PER +( O +Romania B-LOC +) O +15 O +minutes O +04.95 O +seconds O + +2. O +Gete B-PER +Wami I-PER +( O +Ethiopia B-LOC +) O +15:05.21 O + +3. O +Rose B-PER +Cheruiyot I-PER +( O +Kenya B-LOC +) O +15:05.41 O + +4. O +Annemari B-PER +Sandell I-PER +( O +Finland B-LOC +) O +15:06.33 O + +5. O +Tegla B-PER +Loroupe I-PER +( O +Kenya B-LOC +) O +15:08.79 O + +6. O +Gunhild B-PER +Halle I-PER +( O +Norway B-LOC +) O +15:09.00 O + +7. O +Pauline B-PER +Konga I-PER +( O +Kenya B-LOC +) O +15:09.74 O + +8. O +Sally B-PER +Barsosio I-PER +( O +Kenya B-LOC +) O +15:14.34 O + +Men O +'s O +400 O +metres O +hurdles O + +1. O +Torrance B-PER +Zellner I-PER +( O +U.S. B-LOC +) O +48.23 O +seconds O + +2. O +Samuel B-PER +Matete I-PER +( O +Zambia B-LOC +) O +48.34 O + +3. O +Derrick B-PER +Adkins I-PER +( O +U.S. B-LOC +) O +48.62 O + +4. O +Fabrizio B-PER +Mori I-PER +( O +Italy B-LOC +) O +49.21 O + +5. O +Sven B-PER +Nylander I-PER +( O +Sweden B-LOC +) O +49.22 O + +6. O +Eric B-PER +Thomas I-PER +( O +U.S. B-LOC +) O +49.35 O + +7. O +Rohan B-PER +Robinson I-PER +( O +Australia B-LOC +) O +49.36 O + +8. O +Dusan B-PER +Kovacs I-PER +( O +Hungary B-LOC +) O +49.58 O + +Women O +'s O +400 O +metres O + +1. O +Falilat B-PER +Ogunkoya I-PER +( O +Nigeria B-LOC +) O +50.31 O +seconds O + +2. O +Jearl B-PER +Miles I-PER +( O +U.S. B-LOC +) O +50.42 O + +3. O +Fatima B-PER +Yusuf I-PER +( O +Nigeria B-LOC +) O +51.43 O + +4. O +Anja B-PER +Ruecker I-PER +( O +Germany B-LOC +) O +51.61 O + +5. O +Olabisi B-PER +Afolabi I-PER +( O +Nigeria B-LOC +) O +51.98 O + +6. O +Phylis B-PER +Smith I-PER +( O +Britain B-LOC +) O +52.05 O + +7. O +Linda B-PER +Kisabaka I-PER +( O +Germany B-LOC +) O +52.41 O + +8. O +Karin B-PER +Janke I-PER +( O +Germany B-LOC +) O +53.13 O + +Men O +'s O +100 O +metres O + +1. O +Dennis B-PER +Mitchell I-PER +( O +U.S. B-LOC +) O +10.08 O + +2. O +Michael B-PER +Green I-PER +( O +Jamaica B-LOC +) O +10.09 O + +3. O +Donovan B-PER +Bailey I-PER +( O +Canada B-LOC +) O +10.13 O + +4. O +Jon B-PER +Drummond I-PER +( O +U.S. B-LOC +) O +10.22 O + +5. O +Davidson B-PER +Ezinwa I-PER +( O +Nigeria B-LOC +) O +10.24 O + +6. O +Geir B-PER +Moen I-PER +( O +Norway B-LOC +) O +10.33 O + +7. O +Marc B-PER +Blume I-PER +( O +Germany B-LOC +) O +10.48 O + +Men O +'s O +800 O +metres O + +1. O +Wilson B-PER +Kipketer I-PER +( O +Denmark B-LOC +) O +1:43.34 O + +2. O +Norberto B-PER +Tellez I-PER +( O +Cuba B-LOC +) O +1:44.58 O + +3. O +Sammy B-PER +Langat I-PER +( O +Kenya B-LOC +) O +1:44.96 O + +4. O +Nico B-PER +Motchebon I-PER +( O +Germany B-LOC +) O +1:45.03 O + +5. O +David B-PER +Kiptoo I-PER +( O +Kenya B-LOC +) O +1:45.27 O + +6. O +Adem B-PER +Hacini I-PER +( O +Algeria B-LOC +) O +1:45.64 O + +7. O +Vebjoen B-PER +Rodal I-PER +( O +Norway B-LOC +) O +1:46.45 O + +8. O +Craig B-PER +Winrow I-PER +( O +Britain B-LOC +) O +1:46.66 O + +Men O +'s O +pole O +vault O + +1= O +Andrei B-PER +Tiwontschik I-PER +( O +Germany B-LOC +) O +5.86 O + +1= O +Igor B-PER +Trandenkov I-PER +( O +Russia B-LOC +) O +5.86 O + +3. O +Maksim B-PER +Tarasov I-PER +( O +Russia B-LOC +) O +5.86 O + +4. O +Tim B-PER +Lobinger I-PER +( O +Germany B-LOC +) O +5.80 O + +5. O +Igor B-PER +Potapovich I-PER +( O +Kazakstan B-LOC +) O +5.80 O + +6. O +Jean B-PER +Galfione I-PER +( O +France B-LOC +) O +5.65 O + +7. O +Pyotr B-PER +Bochkary I-PER +( O +Russia B-LOC +) O +5.65 O + +8. O +Dmitri B-PER +Markov I-PER +( O +Belarus B-LOC +) O +5.65 O + +Women O +'s O +high O +jump O + +1. O +Stefka B-PER +Kostadinova I-PER +( O +Bulgaria B-LOC +) O +2.03 O + +2. O +Inga B-PER +Babakova I-PER +( O +Ukraine B-LOC +) O +2.00 O +metres O + +3. O +Alina B-PER +Astafei I-PER +( O +Germany B-LOC +) O +1.97 O + +4. O +Tatyana B-PER +Motkova I-PER +( O +Russia B-LOC +) O +1.97 O + +5. O +Hanne B-PER +Haugland I-PER +( O +Norway B-LOC +) O +1.91 O + +6= O +Nele B-PER +Zilinskiene I-PER +( O +Lithuania B-LOC +) O +1.91 O + +6= O +Yelena B-PER +Gulyayeva I-PER +( O +Russia B-LOC +) O +1.91 O + +8. O +Natalya B-PER +Golodnova I-PER +( O +Russia B-LOC +) O +1.85 O + +Men O +'s O +5,000 O +metres O + +1. O +Daniel B-PER +Komen I-PER +( O +Kenya B-LOC +) O +13 O +minutes O +2.62 O +seconds O + +2. O +Bob B-PER +Kennedy I-PER +( O +U.S. B-LOC +) O +13:06.12 O + +3. O +Paul B-PER +Koech I-PER +( O +Kenya B-LOC +) O +13:06.45 O + +4. O +El B-PER +Hassane I-PER +Lahssini I-PER +( O +Morocco B-LOC +) O +13:06.57 O + +5. O +Shem B-PER +Kororia I-PER +( O +Kenya B-LOC +) O +13:06.65 O + +6. O +Brahim B-PER +Lahlafi I-PER +( O +Morocco B-LOC +) O +13:08.05 O + +7. O +Tom B-PER +Nyariki I-PER +( O +Kenya B-LOC +) O +13:20.12 O + +8. O +Fita B-PER +Bayissa I-PER +( O +Ethiopia B-LOC +) O +13:21.35 O + +Men O +'s O +triple O +jump O + +1. O +Jonathan B-PER +Edwards I-PER +( O +Britain B-LOC +) O +17.69 O +metres O + +2. O +Yoelvis B-PER +Quesada I-PER +( O +Cuba B-LOC +) O +17.44 O + +3. O +Kenny B-PER +Harrison I-PER +( O +U.S. B-LOC +) O +17.16 O + +4. O +Mike B-PER +Conley I-PER +( O +U.S. B-LOC +) O +16.79 O + +5. O +Armen B-PER +Martirosyan I-PER +( O +Armenia B-LOC +) O +16.57 O + +6. O +Sigurd B-PER +Njerve I-PER +( O +Norway B-LOC +) O +16.41 O + +7. O +Carlos B-PER +Calado I-PER +( O +Portugal B-LOC +) O +16.31 O + +8. O +Charles-Michael B-PER +Friedek I-PER +( O +Germany B-LOC +) O +16.12 O + +Women O +'s O +javelin O + +1. O +Tanja B-PER +Damaske I-PER +( O +Germany B-LOC +) O +66.60 O +metres O + +2. O +Trine B-PER +Hattesta I-PER +( O +Norway B-LOC +) O +65.12 O + +3. O +Isel B-PER +Lopez I-PER +( O +Cuba B-LOC +) O +65.10 O + +4. O +Heli B-PER +Rantanen I-PER +( O +Finland B-LOC +) O +62.78 O + +5. O +Louise B-PER +McPaul I-PER +( O +Australia B-LOC +) O +62.06 O + +6. O +Xiomara B-PER +Rivero I-PER +( O +Cuba B-LOC +) O +61.94 O + +7. O +Natalya B-PER +Shikolen I-PER +( O +Belarus B-LOC +) O +60.74 O + +8. O +Rita B-PER +Ramaunaskaite I-PER +( O +Lithuania B-LOC +) O +60.74 O + +Men O +'s O +4x100 O +relay O +Jesse B-PER +Owens I-PER +memorial O +race O + +1. O +Donovan B-PER +Bailey I-PER +( O +Canada B-LOC +) O +, O +Michael B-PER +Johnson I-PER +( O +U.S. B-LOC +) O +, O +Frankie B-PER + +Fredericks B-PER +( O +Namibia B-LOC +) O +, O +Linford B-PER +Christie I-PER +( O +Britain B-LOC +) O +38.87 O +seconds O + +2. O +Michael B-PER +Green I-PER +( O +Jamaica B-LOC +) O +, O +Osmond B-PER +Ezinwa I-PER +( O +Nigeria B-LOC +) O +, O +Oeji B-PER +Aliu I-PER + +( O +Nigeria B-LOC +) O +, O +Davidson B-PER +Ezinwa I-PER +( O +Nigeria B-LOC +) O +38.87 O + +3. O +Peter B-PER +Karlsson I-PER +( O +Sweden B-LOC +) O +, O +Falk B-PER +Balzer I-PER +( O +Germany B-LOC +) O +, O +George B-PER + +Panayiotopoulos B-PER +( O +Greece B-LOC +) O +, O +Florian B-PER +Schwarthoff I-PER +( O +Germany B-LOC +) O +39.93 O + +-DOCSTART- O + +SOCCER O +- O +THREE O +STANDARD B-ORG +LIEGE I-ORG +PLAYERS O +BANNED O +, O +CLUB O +FINED O +. O + +GENEVA B-LOC +1996-08-30 O + +UEFA B-ORG +came O +down O +heavily O +on O +Belgian B-MISC +club O +Standard B-ORG +Liege I-ORG +on O +Friday O +for O +" O +disgraceful O +behaviour O +" O +in O +an O +Intertoto B-MISC +final O +match O +against O +Karlsruhe B-ORG +of O +Germany B-LOC +. O + +The O +Belgian B-MISC +club O +were O +fined O +25,000 O +Swiss B-MISC +francs O +( O +$ O +20,850 O +) O +for O +unsporting O +conduct O +and O +captain O +Guy B-PER +Hellers I-PER +banned O +for O +seven O +games O +. O + +He O +was O +sent O +off O +for O +insulting O +the O +referee O +and O +then O +urged O +his O +team O +mates O +to O +protest O +. O + +Roberto B-PER +Bisconti I-PER +will O +be O +sidelined O +for O +six O +Euro B-MISC +ties O +after O +pushing O +the O +referee O +in O +the O +back O +as O +he O +protested O +about O +a O +Karlsruhe B-ORG +goal O +, O +while O +Didier B-PER +Ernst I-PER +was O +banned O +for O +four O +matches O +for O +a O +verbal O +attack O +soon O +after O +Bisconti B-PER +was O +also O +dismissed O +. O + +Karlsruhe B-ORG +won O +the O +August O +20 O +match O +3-1 O +thanks O +to O +two O +late O +goals O +. O + +They O +took O +the O +tie O +3-2 O +on O +aggregate O +and O +qualified O +for O +the O +UEFA B-MISC +Cup I-MISC +. O + +-DOCSTART- O + +ATHLETICS O +- O +HARRISON B-PER +, O +EDWARDS B-PER +TO O +MEET O +IN O +SARAJEVO B-LOC +. O + +MONTE B-LOC +CARLO I-LOC +1996-08-30 O + +Olympic B-MISC +champion O +Kenny B-PER +Harrison I-PER +and O +world O +record O +holder O +Jonathan B-PER +Edwards I-PER +will O +both O +take O +part O +in O +a O +triple O +jump O +competition O +at O +the O +Solidarity B-MISC +Meeting I-MISC +for I-MISC +Sarajevo I-MISC +on O +September O +9 O +. O + +The O +International B-ORG +Amateur I-ORG +Athletic I-ORG +Federation I-ORG +said O +on O +Friday O +that O +a O +schedule O +reshuffle O +had O +allowed O +organisers O +to O +hold O +a O +men O +'s O +triple O +jump O +as O +well O +as O +the O +women O +'s O +long O +jump O +on O +the O +" O +one O +usable O +runway O +at O +the O +war-devastated O +" O +Kosevo B-LOC +stadium O +. O + +Atlanta B-MISC +Games I-MISC +silver O +medal O +winner O +Edwards B-PER +has O +called O +on O +other O +leading O +athletes O +to O +take O +part O +in O +the O +Sarajevo B-LOC +meeting O +-- O +a O +goodwill O +gesture O +towards O +Bosnia B-LOC +as O +it O +recovers O +from O +the O +war O +in O +the O +Balkans B-LOC +-- O +two O +days O +after O +the O +grand O +prix O +final O +in O +Milan B-LOC +. O + +Edwards B-PER +was O +quoted O +as O +saying O +: O +" O +What O +type O +of O +character O +do O +we O +show O +by O +going O +to O +the O +IAAF B-MISC +Grand I-MISC +Prix I-MISC +Final I-MISC +in O +Milan B-LOC +where O +there O +is O +a O +lot O +of O +money O +to O +make O +but O +refusing O +to O +make O +the O +trip O +to O +Sarajevo B-LOC +as O +a O +humanitarian O +gesture O +? O +" O + +-DOCSTART- O + +SOCCER O +- O +BARATELLI B-PER +TO O +COACH O +NICE B-ORG +. 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O + +" O +I O +do O +n't O +think O +it O +would O +imply O +the O +collapse O +of O +the O +stock O +market O +, O +unless O +the O +rise O +in O +rates O +touches O +off O +a O +dynamic O +within O +the O +market O +, O +which O +would O +include O +selling O +by O +portfolio O +managers O +, O +redemptions O +by O +individuals O +of O +mutual O +funds O +that O +would O +, O +in O +turn O +, O +pressure O +the O +portfolio O +managers O +to O +sell O +even O +more O +stock O +. O +" O + +This O +week O +, O +the O +market O +weighed O +Dole B-PER +'s O +proposal O +to O +lower O +federal O +income O +taxes O +by O +15 O +percent O +across O +the O +board O +, O +a O +package O +that O +carries O +a O +price O +tag O +of O +$ O +548 O +billion O +. 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O + +On O +Friday O +, O +the O +Dow B-MISC +Jones I-MISC +index O +closed O +down O +31.44 O +points O +at O +5,616.21 O +. O + +For O +the O +week O +, O +it O +was O +down O +106.53 O +points O +. O + +The O +Nasdaq B-MISC +composite O +index O +closed O +3.53 O +points O +lower O +Friday O +at O +1,141.50 O +. O + +For O +the O +week O +, O +it O +was O +down O +1.55 O +points O +. O + +The O +Standard B-ORG +& I-ORG +Poor I-ORG +'s O +index O +of O +500 O +stocks O +was O +off O +5.41 O +points O +at O +651.99 O +, O +down O +15.03 O +points O +for O +the O +week O +. O + +The O +American B-ORG +Stock I-ORG +Exchange I-ORG +index O +was O +down O +1.66 O +points O +at O +559.68 O +, O +and O +was O +off O +1.26 O +for O +the O +week O +. O + +-DOCSTART- O + +Brisk O +economic O +reports O +rattle O +markets O +anew O +. O + +Glenn B-PER +Somerville I-PER + +WASHINGTON B-LOC +1996-08-30 O + +Factory O +orders O +rose O +in O +July O +and O +manufacturing O +surged O +in O +the O +Midwest B-LOC +in O +August O +, O +reports O +said O +Friday O +, O +sparking O +worries O +about O +inflation O +that O +battered O +financial O +markets O +for O +a O +second O +straight O +day O +. O + +The O +Commerce B-ORG +Department I-ORG +said O +orders O +for O +manufactured O +goods O +climbed O +1.8 O +percent O +in O +July O +to O +a O +seasonally O +adjusted O +$ O +317.6 O +billion O +-- O +nearly O +twice O +the O +increase O +that O +had O +been O +expected O +. O + +Shipments O +of O +everything O +from O +new O +cars O +to O +food O +items O +rose O +, O +as O +did O +order O +backlogs O +, O +in O +a O +sign O +that O +the O +strength O +in O +the O +industrial O +sector O +would O +continue O +in O +coming O +months O +. 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O +" O + +Brokers O +said O +blue O +chips O +like O +IDLC B-ORG +, O +Bangladesh B-ORG +Lamps I-ORG +, O +Chittagong B-ORG +Cement I-ORG +and O +Atlas B-ORG +Bangladesh I-ORG +were O +expected O +to O +rise O +. O + +They O +said O +there O +was O +still O +demand O +for O +blue O +chips O +in O +engineering O +sector O +despite O +their O +persistent O +rise O +over O +the O +past O +several O +sessions O +. O + +The O +DSE B-ORG +all O +share O +price O +index O +closed O +2.73 O +points O +or O +0.22 O +percent O +up O +at O +1,196.35 O +on O +a O +turnover O +of O +133.7 O +million O +taka O +on O +Thursday O +. O + +-- O +Dhaka B-ORG +Newsroom I-ORG +880-2-506363 O + diff --git a/example/ner/few-shot/data/conll2003/indomain-train.txt b/example/ner/few-shot/data/conll2003/indomain-train.txt new file mode 100644 index 0000000..d79bf10 --- /dev/null +++ b/example/ner/few-shot/data/conll2003/indomain-train.txt @@ -0,0 +1,57074 @@ +-DOCSTART- O + +It O +could O +be O +better O +, O +or O +it O +could O +be O +worse O +, O +" O +Hope B-PER +added O +, O +echoing O +the O +demand O +uncertainty O +across O +automotive O +industries O +. O + +A O +small O +bottle O +of O +a O +garishly-coloured O +sports O +drink O +at O +the O +sun-drenched O +U.S. B-MISC +Open I-MISC +is O +going O +for O +$ O +3.75 O +, O +while O +a O +litre O +of O +basic O +, O +life-sustaining O +water O +will O +set O +you O +back O +$ O +4.00 O +-- O +for O +water O +? 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O + +Groningen B-ORG +took O +the O +lead O +in O +the O +seventh O +minute O +when O +Dean B-PER +Gorre I-PER +intercepted O +a O +back O +pass O +from O +Ernest B-PER +Faber I-PER +to O +goalkeeper O +Ronald B-PER +Waterreus I-PER +and O +shot O +home O +. O + diff --git a/example/ner/few-shot/data/conll2003/test.txt b/example/ner/few-shot/data/conll2003/test.txt new file mode 100644 index 0000000..17c1fd6 --- /dev/null +++ b/example/ner/few-shot/data/conll2003/test.txt @@ -0,0 +1,50350 @@ +-DOCSTART- O + +SOCCER O +- O +JAPAN B-LOC +GET O +LUCKY O +WIN O +, O +CHINA B-PER +IN O +SURPRISE O +DEFEAT O +. O + +Nadim B-PER +Ladki I-PER + +AL-AIN B-LOC +, O +United B-LOC +Arab I-LOC +Emirates I-LOC +1996-12-06 O + +Japan B-LOC +began O +the O +defence O +of O +their O +Asian B-MISC +Cup I-MISC +title O +with O +a O +lucky O +2-1 O +win O +against O +Syria B-LOC +in O +a O +Group O +C O +championship O +match O +on O +Friday O +. 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O +" O + +Squad O +: O +Javier B-PER +Pertile I-PER +, O +Paolo B-PER +Vaccari I-PER +, O +Marcello B-PER +Cuttitta I-PER +, O +Ivan B-PER +Francescato I-PER +, O +Leandro B-PER +Manteri I-PER +, O +Diego B-PER +Dominguez I-PER +, O +Francesco B-PER +Mazzariol I-PER +, O +Alessandro B-PER +Troncon I-PER +, O +Orazio B-PER +Arancio I-PER +, O +Andrea B-PER +Sgorlon I-PER +, O +Massimo B-PER +Giovanelli I-PER +, O +Carlo B-PER +Checchinato I-PER +, O +Walter B-PER +Cristofoletto I-PER +, O +Franco B-PER +Properzi I-PER +Curti I-PER +, O +Carlo B-PER +Orlandi I-PER +, O +Massimo B-PER +Cuttitta I-PER +, O +Giambatista B-PER +Croci I-PER +, O +Gianluca B-PER +Guidi I-PER +, O +Nicola B-PER +Mazzucato I-PER +, O +Alessandro B-PER +Moscardi I-PER +, O +Andrea B-PER +Castellani I-PER +. O + +-DOCSTART- O + +SOCCER O +- O +LATE O +GOALS O +GIVE O +JAPAN B-LOC +WIN O +OVER O +SYRIA B-LOC +. 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O + +Syria B-LOC +: O +24 O +- O +Salem B-PER +Bitar I-PER +, O +3 O +- O +Bachar B-PER +Srour I-PER +; O +4 O +- O +Hassan B-PER +Abbas I-PER +, O +5 O +- O +Tarek B-PER +Jabban I-PER +, O +6 O +- O +Ammar B-PER +Awad I-PER +( O +9 O +- O +Louay B-PER +Taleb I-PER +69 O +) O +, O +8 O +- O +Nihad B-PER +al-Boushi I-PER +, O +10 O +- O +Mohammed B-PER +Afash I-PER +, O +12 O +- O +Ali B-PER +Dib I-PER +, O +13 O +- O +Abdul B-PER +Latif I-PER +Helou I-PER +( O +17 O +- O +Ammar B-PER +Rihawiy I-PER +46 O +) O +, O +14 O +- O +Khaled B-PER +Zaher I-PER +; O +16 O +- O +Nader B-PER +Jokhadar I-PER +. O + +-DOCSTART- O + +FREESTYLE O +SKIING-WORLD B-MISC +CUP I-MISC +MOGUL O +RESULTS O +. O + +TIGNES B-LOC +, O +France B-LOC +1996-12-06 O + +Results O +of O +the O +World B-MISC +Cup I-MISC + +freestyle O +skiing O +moguls O +competition O +on O +Friday O +: O + +Men O + +1. O +Jesper B-PER +Ronnback I-PER +( O +Sweden B-LOC +) O +25.76 O +points O + +2. O +Andrei B-PER +Ivanov I-PER +( O +Russia B-LOC +) O +24.88 O + +3. O +Ryan B-PER +Johnson I-PER +( O +Canada B-LOC +) O +24.57 O + +4. O +Jean-Luc B-PER +Brassard I-PER +( O +Canada B-LOC +) O +24.40 O + +5. O +Korneilus B-PER +Hole I-PER +( O +Norway B-LOC +) O +23.92 O + +6. O +Jeremie B-PER +Collomb-Patton I-PER +( O +France B-LOC +) O +23.87 O + +7. O +Jim B-PER +Moran I-PER +( O +U.S. B-LOC +) O +23.25 O + +8. O +Dominick B-PER +Gauthier I-PER +( O +Canada B-LOC +) O +22.73 O + +9. O +Johann B-PER +Gregoire I-PER +( O +France B-LOC +) O +22.58 O + +10. O +Troy B-PER +Benson I-PER +( O +U.S. B-LOC +) O +22.56 O + +Women O + +1. O +Tatjana B-PER +Mittermayer I-PER +( O +Germany B-LOC +) O +24.32 O + +2. O +Candice B-PER +Gilg I-PER +( O +France B-LOC +) O +24.31 O + +3. O +Minna B-PER +Karhu I-PER +( O +Finland B-LOC +) O +24.05 O + +4. O +Tae B-PER +Satoya I-PER +( O +Japan B-LOC +) O +23.75 O + +5. O +Ann B-PER +Battellle I-PER +( O +U.S. B-LOC +) O +23.56 O + +6. 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O + +A O +Homestake B-ORG +spokesman O +was O +not O +immediately O +available O +to O +comment O +on O +speculation O +that O +it O +tops O +the O +list O +. O + +Homestake B-ORG +, O +based O +in O +San B-LOC +Francisco I-LOC +, O +operates O +gold O +mines O +in O +the O +United B-LOC +States I-LOC +, O +Australia B-LOC +, O +Chile B-LOC +and O +Canada B-LOC +. O + +Earnings O +in O +1995 O +were O +$ O +0.22 O +per O +share O +, O +or O +$ O +30.3 O +million O +, O +on O +revenues O +of O +$ O +746.3 O +million O +. O + +Santa B-ORG +Fe I-ORG +is O +headquartered O +Albuquerque B-LOC +, O +N.M. B-LOC +and O +reported O +1995 O +earnings O +of O +$ O +0.30 O +per O +share O +, O +or O +$ O +40 O +million O +, O +on O +revenues O +of O +$ O +350 O +million O +. O + +Santa B-ORG +Fe I-ORG +has O +mining O +and O +exploration O +operations O +in O +Nevada B-LOC +, O +California B-LOC +, O +Montana B-LOC +, O +Canada B-LOC +, O +Brazil B-LOC +, O +Australia B-LOC +, O +Chile B-LOC +, O +Kazakstan B-LOC +, O +Mexico B-LOC +and O +Ghana B-LOC +. O + +PaineWebber B-ORG +analyst O +Marc B-PER +Cohen I-PER +said O +he O +lowered O +his O +rating O +on O +Newmont B-ORG +to O +neutral O +from O +attractive O +today O +because O +if O +Newmont B-ORG +merged O +with O +Santa B-ORG +Fe I-ORG +, O +investors O +would O +have O +to O +wait O +until O +the O +second O +half O +of O +1998 O +to O +realize O +earnings O +accretion O +. O + +" O +I O +think O +Homestake B-ORG +could O +come O +in O +as O +a O +white O +knight O +, O +but O +how O +much O +is O +someone O +willing O +to O +come O +in O +above O +the O +Newmont B-ORG +number O +. O + +One O +would O +have O +to O +outbid O +by O +at O +least O +15 O +percent O +, O +but O +there O +is O +going O +to O +be O +a O +( O +Santa B-ORG +Fe I-ORG +) O +deal O +with O +someone O +, O +" O +he O +said O +. O + +" O +Longer O +term O +, O +two O +to O +three O +years O +out O +, O +( O +a O +Newmont-Santa B-MISC +Fe I-MISC +deal O +) O +is O +positive O +, O +it O +does O +all O +the O +right O +things O +. O + +But O +in O +the O +near-term O +it O +is O +, O +at O +worst O +, O +neutral O +, O +" O +the O +analyst O +added O +. O + +Newmont B-ORG +proposed O +to O +Santa B-LOC +Fe I-LOC +a O +stock-swap O +merger O +at O +a O +ratio O +of O +0.33 O +Newmont B-ORG +shares O +for O +each O +Santa B-ORG +Fe I-ORG +shares O +. O + +In O +Friday O +New B-ORG +York I-ORG +Stock I-ORG +Exchange I-ORG +trade O +, O +Newmonth B-ORG +was O +off O +1/2 O +to O +46-5/8 O +while O +Santa B-ORG +Fe I-ORG +added O +1/4 O +to O +15-1/8 O +. O + +" O +Newmont B-ORG +said O +it O +wants O +to O +discuss O +a O +friendly O +deal O +with O +Santa B-ORG +Fe I-ORG +, O +which O +is O +almost O +always O +a O +euphemism O +for O +' O +We O +have O +more O +money O +in O +our O +pocket O +, O +' O +" O +said O +an O +arb O +, O +referring O +to O +a O +possible O +sweetened O +bid O +from O +Newmont B-ORG +. O + +Two O +other O +arbs O +called O +Newmont B-ORG +'s O +move O +a O +" O +a O +32 O +cent O +bid O +" O +because O +there O +is O +no O +formal O +tender O +offer O +, O +only O +the O +proposal O +letter O +" O +mailed O +" O +to O +Santa B-ORG +Fe I-ORG +'s O +board O +. O + +-- O +Wall B-ORG +Street I-ORG +Desk I-ORG +, O +212-859-1734 O +. O + +-DOCSTART- O + +Russ B-ORG +Berrie I-ORG +president O +to O +retire O +in O +July O +. O + +OAKLAND B-LOC +, O +N.J. B-LOC +1996-12-06 O + +Russ B-ORG +Berrie I-ORG +and I-ORG +Co I-ORG +Inc I-ORG +said O +on O +Friday O +that O +A. B-PER +Curts I-PER +Cooke I-PER +will O +retire O +as O +president O +and O +chief O +operating O +officer O +effective O +July O +1 O +, O +1997 O +. O + +Cooke B-PER +will O +provide O +consulting O +services O +to O +the O +company O +through O +July O +1 O +, O +1998 O +, O +and O +will O +continue O +to O +serve O +as O +a O +director O +, O +the O +toy O +and O +gift O +maker O +said O +. O + +-DOCSTART- O + +Zimbabwe B-LOC +executes O +convicted O +murderer O +. O + +HARARE B-LOC +1996-12-06 O + +Zimbabwe B-LOC +hanged O +a O +convicted O +murderer O +on O +Friday O +, O +bringing O +to O +eight O +the O +number O +of O +executions O +carried O +out O +in O +the O +past O +year O +. O + +A O +statement O +said O +Piniel B-PER +Sindiso I-PER +Ncube I-PER +was O +hanged O +at O +dawn O +. O + +President O +Robert B-PER +Mugabe I-PER +'s O +government O +has O +resisted O +pressure O +from O +local O +and O +international O +human O +rights O +groups O +to O +abolish O +the O +death O +sentence O +. O + +-DOCSTART- O + +Multinational O +commander O +going O +back O +to O +east O +Zaire B-LOC +. O + +Jonathan B-PER +Wright I-PER + +NAIROBI B-LOC +1996-12-06 O + +The O +Canadian B-MISC +general O +in O +charge O +of O +a O +multinational O +force O +for O +eastern O +Zaire B-LOC +said O +on O +Friday O +he O +was O +going O +back O +to O +Zaire B-LOC +for O +more O +information O +about O +the O +plight O +of O +about O +165,000 O +Rwandan B-MISC +refugees O +adrift O +in O +the O +countryside O +. O + +Lieutenant-General O +Maurice B-PER +Baril I-PER +told O +a O +news O +conference O +in O +Nairobi B-LOC +his O +main O +concern O +was O +for O +a O +large O +group O +of O +about O +150,000 O +refugees O +living O +off O +the O +land O +in O +a O +valley O +about O +65 O +km O +( O +40 O +miles O +) O +west O +of O +the O +eastern O +city O +of O +Goma B-LOC +. O + +If O +he O +decided O +it O +was O +necessary O +and O +safe O +for O +the O +aircrew O +, O +he O +would O +not O +hesitate O +to O +order O +airdrops O +of O +food O +for O +the O +refugees O +, O +even O +against O +the O +wishes O +of O +the O +government O +in O +Kinshasa B-LOC +and O +the O +Zairean B-MISC +rebels O +who O +control O +much O +of O +eastern O +Zaire B-LOC +, O +he O +said O +. O + +" O +Tomorrow O +I O +'m O +going O +into O +Rwanda B-LOC +and O +my O +intention O +is O +to O +go O +across O +into O +eastern O +Zaire B-LOC +and O +try O +to O +find O +out O +for O +the O +second O +time O +what O +the O +situation O +is O +on O +the O +ground O +, O +" O +he O +said O +. O + +General O +Baril B-PER +saw O +rebel O +leader O +Laurent B-PER +Kabila I-PER +in O +Goma B-LOC +last O +week O +but O +the O +rebels O +told O +him O +the O +crisis O +was O +over O +because O +most O +of O +the O +Rwandan B-MISC +refugees O +have O +already O +gone O +home O +. O + +The O +rebels O +do O +not O +want O +the O +multinational O +force O +to O +deploy O +on O +the O +ground O +, O +for O +fear O +it O +might O +help O +the O +Zairean B-MISC +army O +regain O +control O +of O +the O +area O +. 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O + +Winds O +up O +to O +75 O +km O +an O +hour O +( O +40 O +knots O +) O +could O +blow O +over O +Mauritius B-LOC +during O +the O +night O +of O +Friday O +to O +Saturday O +, O +it O +said O +. O + +The O +weather O +in O +the O +capital O +Port B-LOC +Louis I-LOC +was O +heavily O +cloudy O +on O +Friday O +afternoon O +with O +occasional O +showers O +. O + +The O +northeastern O +coast O +of O +the O +nearby O +island O +of O +Madagascar B-LOC +has O +also O +gone O +on O +alert O +. O + +-DOCSTART- O + +U.N. B-ORG +evacuates O +staff O +from O +Central B-LOC +African I-LOC +Republic I-LOC +. O + +ABIDJAN B-LOC +1996-12-06 O + +The O +United B-ORG +Nations I-ORG +evacuated O +its O +staff O +in O +the O +Central B-LOC +African I-LOC +Republic I-LOC +on O +Friday O +because O +of O +mounting O +violence O +in O +a O +two-week-old O +army O +mutiny O +in O +the O +capital O +, O +a O +U.N. B-ORG +official O +said O +. O + +The O +official O +from O +the O +U.N. 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O + +The O +United B-LOC +States I-LOC +has O +vetoed O +a O +second O +term O +for O +the O +Egyptian B-MISC +but O +left O +the O +door O +open O +for O +another O +African B-MISC +candidate O +. O + +" O +If O +Africa B-LOC +does O +not O +wish O +to O +lose O +its O +turn O +we O +have O +to O +act O +fast O +, O +" O +Diouf B-PER +said O +. O +" O + +Some O +of O +my O +brother O +heads O +of O +state O +asked O +me O +if O +I O +would O +n't O +nominate O +Moustapha B-PER +Niasse I-PER +. O + +I O +see O +in O +him O +the O +profile O +of O +a O +secretray-general O +of O +the O +United B-ORG +Nations I-ORG +and O +I O +have O +given O +my O +endorsement O +. O +" O + +-DOCSTART- O + +Ex-minister O +, O +son O +killed O +in O +Central B-LOC +Africa I-LOC +unrest O +. 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O + +Rio B-LOC +de I-LOC +Janeiro I-LOC +state O +university O +officials O +discovered O +students O +were O +paying O +15,000 O +reais O +( O +$ O +14,563 O +) O +for O +the O +special O +watches O +, O +which O +operated O +like O +a O +telephone O +pager O +to O +receive O +correct O +answers O +, O +O B-ORG +Globo I-ORG +said O +. O + +Seventy-seven O +students O +were O +found O +with O +the O +watches O +and O +disqualified O +, O +O B-ORG +Globo I-ORG +said O +. O + +-DOCSTART- O + +Chile B-LOC +, O +Mexico B-LOC +to O +seek O +to O +broaden O +trade O +deal O +. O + +SANTIAGO B-PER +1996-12-05 O + +Chile B-LOC +and O +Mexico B-LOC +will O +start O +negotiations O +next O +year O +to O +broaden O +their O +free O +trade O +agreement O +to O +include O +services O +and O +investments O +, O +Finance B-ORG +Minister O +Eduardo B-PER +Aninat I-PER +said O +. O + +Chile B-LOC +hopes O +to O +broaden O +the O +treaty O +signed O +in O +1994 O +beyond O +reduction O +of O +tariffs O +on O +imports O +and O +exports O +and O +add O +provisions O +covering O +services O +and O +investment O +codes O +, O +said O +Aninat B-PER +. O + +Both O +areas O +tend O +to O +more O +laden O +with O +friction O +in O +free O +trade O +negotiations O +than O +tariff O +reduction O +. O + +' O +' O +In O +January O +or O +February O +, O +we O +'ll O +have O +some O +very O +close O +contacts O +with O +Mexico B-LOC +to O +add O +the O +issue O +of O +services O +and O +advance O +on O +the O +issue O +of O +investments O +, O +' O +' O +Aninat B-PER +told O +reporters O +after O +signing O +a O +free O +trade O +deal O +with O +Canada B-LOC +. O + +' O +' O +We O +want O +to O +give O +the O +treaty O +between O +Mexico B-LOC +and O +Chile B-LOC +greater O +depth O +and O +coverage O +than O +it O +has O +now O +. O + +It O +'s O +very O +good O +now O +, O +but O +it O +practically O +only O +covers O +trade O +in O +goods O +, O +' O +' O +he O +said O +. O + +Aninat B-PER +also O +said O +he O +was O +confident O +the O +Chilean B-MISC +Congress O +would O +ratify O +the O +treaty O +with O +Congress O +quickly O +. O + +' O +' O +The O +reactions O +from O +business O +and O +unions O +which O +I O +have O +seen O +have O +been O +almost O +unanimously O +positive O +, O +so O +I O +do O +n't O +see O +any O +problem O +, O +' O +' O +he O +said O +. O + +-- O +Roger B-PER +Atwood I-PER +, O +Santiago B-LOC +newsroom O ++56-2-699-5595 O +x211 O + +-DOCSTART- O + +Indonesia B-LOC +'s O +Belo B-PER +leaves O +for O +Nobel B-MISC +award O +ceremony O +. O + +DILI B-LOC +, O +East B-LOC +Timor I-LOC +1996-12-06 O + +East B-MISC +Timorese I-MISC +Roman B-MISC +Catholic I-MISC +Bishop O +Carlos B-PER +Belo I-PER +left O +Dili B-LOC +on O +Friday O +on O +his O +way O +to O +Norway B-LOC +for O +the O +awards O +ceremony O +as O +co-recipient O +of O +the O +1996 O +Nobel B-MISC +Peace I-MISC +Prize I-MISC +. O + +Witnesses O +said O +Belo B-PER +left O +the O +territory O +for O +the O +Indonesian B-MISC +capital O +Jakarta B-LOC +accompanied O +by O +five O +other O +people O +. O + +It O +was O +not O +immediately O +known O +when O +he O +would O +arrive O +in O +Oslo B-LOC +. O + +The O +bishop O +will O +jointly O +receive O +the O +Nobel B-MISC +award O +next O +Tuesday O +with O +East B-MISC +Timorese-born I-MISC +activist O +Jose B-PER +Ramos I-PER +Horta I-PER +, O +who O +lives O +in O +self-exile O +in O +Australia B-LOC +. O + +The O +Indonesian B-MISC +government O +has O +condemned O +the O +inclusion O +of O +Ramos B-PER +Horta I-PER +in O +the O +award O +, O +and O +Foreign O +Minister O +Ali B-PER +Alatas I-PER +said O +on O +Friday O +that O +Indonesia B-LOC +would O +not O +be O +represented O +officially O +at O +the O +ceremony O +in O +the O +Norwegian B-MISC +capital O +. O + +" O +I O +sincerely O +believe O +that O +this O +unfortunate O +choice O +in O +giving O +the O +honour O +to O +such O +a O +controversial O +figure O +as O +Ramos B-PER +Horta I-PER +... O + +will O +exacerbate O +the O +problem O +in O +finding O +a O +solution O +( O +to O +East B-LOC +Timor I-LOC +) O +, O +" O +Alatas B-PER +said O +on O +Friday O +. O + +He O +was O +responding O +to O +questions O +at O +a O +news O +conference O +called O +to O +discuss O +next O +week O +'s O +ministerial O +meeting O +of O +the O +Organisation B-ORG +of I-ORG +the I-ORG +Islamic I-ORG +Conference I-ORG +( O +OIC B-ORG +) O +in O +Jakarta B-LOC +. O + +Ramos B-PER +Horta I-PER +has O +been O +a O +vocal O +leader O +of O +the O +opposition O +to O +Jakarta B-LOC +'s O +rule O +in O +the O +territory O +. O + +Belo B-PER +and O +Ramos B-PER +Horta I-PER +were O +awared O +the O +prize O +for O +their O +efforts O +to O +secure O +a O +peaceful O +solution O +to O +the O +issue O +of O +East B-LOC +Timor I-LOC +, O +a O +former O +Portuguese B-MISC +colony O +which O +Indonesia B-LOC +invaded O +in O +1975 O +and O +annexed O +the O +following O +year O +. O + +The O +United B-ORG +Nations I-ORG +has O +never O +recognised O +Jakarta B-LOC +'s O +move O +. O + +Alatas B-PER +said O +the O +government O +'s O +position O +on O +the O +Nobel B-MISC +Peace I-MISC +Prize I-MISC +would O +have O +been O +different O +if O +it O +had O +been O +awarded O +solely O +to O +Belo B-PER +. O + +Asked O +if O +the O +Indonesian B-MISC +ambassador O +to O +Norway B-LOC +would O +have O +attended O +the O +ceremony O +if O +only O +Belo B-PER +had O +been O +involved O +, O +Alatas B-PER +replied O +: O +" O +Probably O +, O +yes O +, O +but O +that O +is O +a O +hypothetical O +question O +. O +" O + +Alatas B-PER +said O +on O +Tuesday O +that O +on O +his O +way O +back O +from O +Oslo B-LOC +, O +Belo B-PER +would O +visit O +the O +Vatican B-LOC +to O +see O +the O +Pope O +, O +and O +would O +also O +meet O +German B-MISC +Chancellor O +Helmut B-PER +Kohl I-PER +in O +Bonn B-LOC +. O + +Kohl B-PER +had O +wanted O +to O +meet O +Belo B-PER +during O +the O +chancellor O +'s O +official O +visit O +to O +Indonesia B-LOC +last O +month O +, O +but O +the O +bishop O +was O +too O +busy O +in O +East B-LOC +Timor I-LOC +to O +come O +to O +Jakarta B-LOC +. O + +-DOCSTART- O + +China B-LOC +to O +open O +port O +in O +Hainan B-LOC +to O +foreign O +ships O +. O + +BEIJING B-LOC +1996-12-06 O + +China B-LOC +'s O +State B-ORG +Council I-ORG +, O +or O +cabinet O +, O +has O +given O +a O +port O +in O +the O +southern O +province O +of O +Hainan B-LOC +permission O +to O +open O +to O +foreign O +vessels O +, O +the O +Xinhua B-ORG +news O +agency O +said O +on O +Friday O +. O + +Xinhua B-ORG +did O +not O +say O +when O +Qinglan B-LOC +port O +in O +Wenchang B-LOC +city O +would O +be O +opened O +to O +foreign O +vessels O +. O + +Wenchang B-LOC +has O +built O +a O +berth O +for O +5,000 O +deadweight-tonne O +container O +ships O +at O +the O +port O +and O +invested O +34 O +million O +yuan O +( O +$ O +4.1 O +million O +) O +to O +dredge O +the O +harbour O +, O +Xinhua B-ORG +said O +. O + +It O +gave O +no O +further O +details O +. O + +( O +$ O +1 O += O +8.3 O +yuan O +) O + +-DOCSTART- O + +Government O +disperses O +protest O +with O +water O +cannons O +. O + +RANGOON B-LOC +1996-12-07 O + +Burmese B-MISC +troops O +and O +riot O +police O +moved O +in O +to O +disperse O +a O +student O +street O +protest O +at O +a O +suburban O +road O +junction O +near O +the O +Ranyon B-ORG +( I-ORG +Rangoon I-ORG +) I-ORG +University I-ORG +early O +on O +Saturday O +, O +witnesses O +said O +. O + +They O +said O +police O +and O +troops O +used O +water O +cannons O +from O +fire O +engines O +to O +subdue O +about O +120 O +university O +students O +sitting O +in O +at O +the O +centre O +of O +the O +junction O +at O +about O +3 O +a.m. O +before O +they O +moved O +in O +to O +round O +them O +up O +. O + +The O +students O +, O +who O +had O +staged O +an O +11-hour O +protest O +at O +the O +junction O +in O +northern O +Rangoon B-LOC +, O +were O +taken O +away O +in O +three O +vehicles O +. O + +The O +witnesses O +said O +some O +of O +the O +students O +were O +hit O +with O +batons O +while O +they O +were O +herded O +onto O +the O +vehicles O +and O +it O +was O +believed O +they O +were O +taken O +to O +the O +Insein B-LOC +prison O +in O +suburban O +Rangoon B-LOC +. O + +The O +protesting O +students O +, O +mostly O +from O +Rangoon B-ORG +University I-ORG +, O +were O +demanding O +the O +right O +to O +organise O +independent O +unions O +on O +campuses O +and O +the O +release O +of O +about O +80 O +student O +leaders O +currently O +in O +jail O +. O + +They O +were O +among O +500 O +students O +who O +started O +demonstrating O +at O +the O +intersection O +on O +late O +Friday O +afternoon O +. O + +The O +protest O +was O +the O +second O +major O +one O +in O +five O +days O +in O +the O +capital O +. O + +-DOCSTART- O + +Burmese B-MISC +students O +march O +briefly O +out O +of O +campus O +. O + +Vithoon B-PER +Amorn I-PER + +RANGOON B-LOC +1996-12-06 O + +About O +200 O +Burmese B-MISC +students O +marched O +briefly O +from O +troubled O +Yangon B-ORG +Institute I-ORG +of I-ORG +Technology I-ORG +in O +northern O +Rangoon B-LOC +on O +Friday O +towards O +the O +University B-ORG +of I-ORG +Yangon I-ORG +six O +km O +( O +four O +miles O +) O +away O +, O +and O +returned O +to O +their O +campus O +, O +witnesses O +said O +. O + +Seven O +truckloads O +of O +armed O +riot O +police O +and O +three O +fire O +engines O +were O +on O +standby O +at O +one O +of O +the O +junctions O +near O +the O +institute O +. O + +There O +were O +no O +clashes O +. O + +" O +They O +are O +now O +back O +in O +the O +YIT B-ORG +campus O +, O +" O +an O +institute O +official O +who O +declined O +to O +be O +identified O +told O +Reuters B-ORG +by O +telephone O +. O + +One O +of O +two O +roads O +leading O +to O +the O +University B-ORG +of I-ORG +Yangon I-ORG +from O +the O +institute O +had O +been O +closed O +by O +authorities O +. O + +But O +about O +300 O +university O +students O +were O +still O +gathered O +outside O +the O +gates O +of O +their O +campus O +, O +witnesses O +said O +. O + +They O +were O +singing O +peacefully O +. O + +On O +Monday O +and O +Tuesday O +, O +students O +from O +the O +institute O +and O +the O +university O +launched O +protests O +against O +what O +they O +said O +was O +unfair O +handling O +by O +police O +of O +a O +brawl O +between O +some O +of O +their O +colleagues O +and O +restaurant O +owners O +in O +October O +. O + +On O +Tuesday O +and O +Wednesday O +, O +opposition O +leader O +Aung B-PER +San I-PER +Suu I-PER +Kyi I-PER +was O +restricted O +to O +her O +home O +by O +the O +military O +government O +to O +prevent O +her O +from O +being O +drawn O +into O +the O +protests O +. O + +She O +was O +allowed O +to O +move O +freely O +on O +Thursday O +. O + +The O +protest O +culminated O +at O +dawn O +on O +Tuesday O +with O +several O +hundred O +students O +being O +detained O +briefly O +by O +police O +in O +central O +Rangoon B-LOC +. O + +The O +street O +protests O +were O +the O +biggest O +seen O +in O +the O +capital O +since O +the O +student-led O +pro-democracry O +demonstrations O +of O +September O +1988 O +when O +the O +junta O +crushed O +the O +uprising O +. O + +Thousands O +were O +killed O +or O +imprisoned O +. O + +Earlier O +on O +Friday O +some O +of O +the O +students O +, O +who O +were O +held O +briefly O +by O +police O +during O +the O +protests O +earlier O +this O +week O +, O +said O +they O +were O +still O +dissatisfied O +with O +the O +military O +government O +. O + +They O +told O +Reuters B-ORG +they O +were O +unhappy O +that O +the O +ruling O +State B-ORG +Law I-ORG +and I-ORG +Order I-ORG +Restoration I-ORG +Council I-ORG +( O +SLORC B-ORG +) O +had O +not O +heeded O +their O +calls O +for O +the O +right O +to O +organise O +independent O +unions O +on O +campus O +. O + +" O +We O +still O +want O +government O +answers O +to O +our O +demands O +. O + +We O +want O +police O +punishment O +to O +be O +published O +in O +newspapers O +, O +" O +one O +student O +said O +. O + +But O +the O +students O +stressed O +their O +protests O +were O +non-political O +and O +they O +had O +no O +contact O +with O +Suu B-PER +Kyi I-PER +'s O +National B-ORG +League I-ORG +for I-ORG +Democracy I-ORG +( O +NLD B-ORG +) O +. O + +Suu B-PER +Kyi I-PER +, O +a O +Nobel B-MISC +laureate O +and O +daughter O +of O +independence O +hero O +Aung B-PER +San I-PER +, O +and O +key O +NLD B-ORG +officials O +have O +also O +denied O +any O +link O +with O +the O +students O +. O + +But O +they O +have O +said O +both O +parties O +had O +a O +" O +moral O +link O +" O +in O +that O +they O +were O +against O +police O +brutality O +and O +injustice O +. O + +The O +students O +also O +demanded O +the O +government O +announce O +punishments O +meted O +out O +to O +policemen O +who O +they O +said O +had O +manhandled O +students O +involved O +in O +a O +brawl O +with O +some O +restaurant O +owners O +near O +the O +Yangon B-LOC +institute O +in O +October O +. O + +The O +students O +appealed O +to O +the O +government O +not O +to O +close O +the O +institute O +because O +of O +their O +latest O +demonstration O +. O + +The O +institute O +was O +shut O +for O +nearly O +two O +years O +after O +the O +1988 O +uprising O +. O + +On O +Friday O +, O +the O +road O +leading O +to O +Suu B-PER +Kyi I-PER +'s O +lakeside O +residence O +in O +central O +Rangoon B-LOC +remained O +closed O +by O +police O +. O + +-DOCSTART- O + +Union O +leaders O +outraged O +by O +WTO B-ORG +snub O +to O +ILO B-ORG +head O +. O + +SINGAPORE B-LOC +1996-12-06 O + +International O +trade O +union O +leaders O +on O +Friday O +expressed O +outrage O +that O +the O +head O +of O +the O +International B-ORG +Labour I-ORG +Organisation I-ORG +( O +ILO B-ORG +) O +had O +been O +barred O +from O +speaking O +at O +next O +week O +'s O +WTO B-ORG +meeting O +in O +Singapore B-LOC +. O + +Bill B-PER +Jordan I-PER +, O +general O +secretary O +of O +the O +International B-ORG +Confederation I-ORG +of I-ORG +Free I-ORG +Trade I-ORG +Unions I-ORG +( O +ICFTU B-ORG +) O +, O +told O +a O +news O +conference O +the O +withdrawal O +of O +a O +WTO B-ORG +invitation O +to O +ILO B-ORG +director O +general O +Michel B-PER +Hansenne I-PER +was O +" O +outrageous O +behaviour O +on O +the O +part O +of O +an O +organisation O +that O +wants O +to O +command O +respect O +in O +the O +world O +" O +. O + +Jordan B-PER +said O +a O +small O +group O +of O +developing O +nations O +that O +oppose O +linking O +trade O +talks O +and O +labour O +conditions O +had O +pressured O +World B-ORG +Trade I-ORG +Organisation I-ORG +( O +WTO B-ORG +) O +officials O +to O +prevent O +Hansenne O +from O +taking O +the O +platform O +to O +urge O +such O +links O +. O + +" O +It O +is O +to O +their O +shame O +that O +those O +who O +are O +responsible O +for O +encouraging O +this O +meeting O +responded O +( O +to O +the O +pressure O +) O +in O +silencing O +him O +, O +" O +Jordan B-PER +said O +after O +the O +opening O +of O +an O +ICFTU B-ORG +conference O +on O +international O +labour O +standards O +and O +trade O +. O + +The O +three-day O +trade O +union O +conference O +in O +Singapore B-LOC +hopes O +to O +push O +labour O +issues O +onto O +the O +WTO B-ORG +agenda O +. O + +Jordan B-PER +said O +the O +WTO B-ORG +'s O +credibility O +was O +at O +stake O +over O +the O +issue O +of O +trade O +and O +labour O +. O + +The O +ICFTU B-ORG +said O +it O +wanted O +the O +WTO B-ORG +conference O +beginning O +on O +Monday O +to O +outlaw O +forced O +and O +child O +labour O +, O +end O +discrimination O +in O +hiring O +, O +and O +guarantee O +the O +right O +to O +join O +a O +union O +. 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O +Katja B-PER +Seizinger I-PER +( O +Germany B-LOC +) O +1:18.32 O + +10= O +Martina B-PER +Ertl I-PER +( O +Germany B-LOC +) O +1:18.48 O + +10= O +Stefanie B-PER +Schuster I-PER +( O +Austria B-LOC +) O +1:18.48 O + +12. O +Bibiana B-PER +Perez I-PER +( O +Italy B-LOC +) O +1:18.52 O + +13. O +Barbara B-PER +Merlin I-PER +( O +Italy B-LOC +) O +1:18.67 O + +14. O +Sybille B-PER +Brauner I-PER +( O +Germany B-LOC +) O +1:18.81 O + +15. O +Katharina B-PER +Gutensohn I-PER +( O +Germany B-LOC +) O +1:18.92 O + +16. O +Leatitia B-PER +Dalloz I-PER +( O +France B-LOC +) O +1:18.96 O + +17. O +Renate B-PER +Goetschl I-PER +( O +Austria B-LOC +) O +1:18.98 O + +18. O +Marianne B-PER +Brechu I-PER +( O +France B-LOC +) O +1:19.02 O + +19. O +Heidi B-PER +Zurbriggen I-PER +( O +Switzerland B-LOC +) O +1:19.03 O + +20. O +Spela B-PER +Bracun I-PER +( O +Slovenia B-LOC +) O +1:19.07 O + +21. 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O +" O + +I O +came O +here O +on O +zero O +and O +left O +at O +three O +( O +aged O +three O +) O +when O +my O +father O +was O +transferred O +to O +Calcutta B-LOC +where O +I O +spent O +another O +four O +and O +half O +years O +. O + +" O +But O +I O +do O +remember O +we O +had O +a O +cobra O +snake O +in O +the O +basement O +of O +our O +house O +. O + +Also O +that O +my O +father O +bought O +a O +bicycle O +and O +when O +we O +rode O +over O +a O +hose O +pipe O +it O +broke O +into O +two O +. O +" O + +Woolmer B-PER +said O +the O +hospital O +where O +he O +was O +born O +is O +close O +to O +the O +stadium O +where O +the O +India-South B-MISC +Africa I-MISC +test O +will O +be O +played O +. O + +-DOCSTART- O + +FREESTYLE O +SKIING-WORLD B-MISC +CUP I-MISC +AERIALS O +RESULTS O +. 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O +Veronica B-PER +Brenner I-PER +( O +Canada B-LOC +) O +170.42 O + +2. O +Karin B-PER +Kuster I-PER +( O +Switzerland B-LOC +) O +160.55 O + +3. O +Evelyne B-PER +Leu I-PER +( O +Switzerland B-LOC +) O +160.36 O + +4. O +Caroline B-PER +Olivier I-PER +( O +Canada B-LOC +) O +157.10 O + +5. O +Jacqui B-PER +Cooper I-PER +( O +Australia B-LOC +) O +156.52 O + +6. O +Marie B-PER +Lindgren I-PER +( O +Sweden B-LOC +) O +154.82 O + +7. O +Dan B-PER +Cuo I-PER +( O +China B-LOC +) O +154.61 O + +8. O +Kristie B-PER +Marshall I-PER +( O +Australia B-LOC +) O +154.60 O + +9. O +Xu B-PER +Nannan I-PER +( O +China B-LOC +) O +152.08 O + +10. O +Hilde B-PER +Synnove I-PER +Lid I-PER +( O +Norway B-LOC +) O +148.20 O + +-DOCSTART- O + +SKI O +JUMPING-LEADING O +WORLD B-MISC +CUP I-MISC +RESULTS O +/ O +STANDINGS O +. 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O +Hiroya B-PER +Saitoh I-PER +( O +Japan B-LOC +) O +234.7 O +( O +124.6 O +/ O +110.1 O +) O + +9. O +Jani B-PER +Soininen I-PER +( O +Finland B-LOC +) O +231.5 O +( O +115 O +/ O +116.5 O +) O + +10. O +Kristian B-PER +Brenden I-PER +( O +Norway B-LOC +) O +228.1 O +( O +129.4 O +/ O +98.7 O +) O + +Leading O +World B-MISC +Cup I-MISC +standings O +( O +after O +three O +events O +) O +: O + +1. O +Thoma B-PER +210 O +points O + +2. O +Brenden B-PER +206 O + +3. O +Goldberger B-PER +160 O + +4. O +Okabe B-PER +146 O + +5. O +Funaki B-PER +143 O + +6. O +Saitoh B-PER +121 O + +7. O +Espen B-PER +Bredesen I-PER +( O +Norway B-LOC +) O +112 O + +8. O +Nikkola B-PER +101 O + +9. O +Soininen B-PER +85 O + +10. O +Primoz B-PER +Peterka I-PER +( O +Slovakia B-LOC +) O +76 O + +-DOCSTART- O + +BADMINTON O +- O +WORLD B-MISC +GRAND I-MISC +PRIX I-MISC +SEMIFINAL O +RESULTS O +. 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O +Kusunose B-PER +Shiho I-PER +( O +Japan B-LOC +) O +1:24.77 O + +3. O +Marianne B-PER +Timmer I-PER +( O +Netherlands B-LOC +) O +1:24.86 O + +4. O +Anka B-PER +Baier I-PER +( O +Germany B-LOC +) O +1:25.16 O + +5. O +Becky B-PER +Sundstrom I-PER +( O +U.S. B-LOC +) O +1:25.39 O + +6. O +Shimazaki B-PER +Kyoko I-PER +( O +Japan B-LOC +) O +1:25.51 O + +7. O +Oksana B-PER +Ravllova I-PER +( O +Russia B-LOC +) O +1:25.55 O + +8. O +Sammiya B-PER +Eriko I-PER +( O +Japan B-LOC +) O +1:25.79 O + +9. O +Chris B-PER +Witty I-PER +( O +U.S. B-LOC +) O +1:25.85 O + +10. O +Xue B-PER +Rulhong I-PER +( O +China B-LOC +) O +1:25.89 O + +-DOCSTART- O + +ALPINE O +SKIING-OFFICIALS O +HOPE O +TO O +SALVAGE O +WORLD B-MISC +CUP I-MISC +WEEKEND O +. 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O + +Organisers O +hope O +to O +get O +that O +run O +in O +on O +Saturday O +morning O +, O +conditions O +permitting O +, O +and O +stage O +the O +race O +later O +in O +the O +day O +or O +on O +Sunday O +. O + +" O +There O +was O +no O +possibility O +today O +to O +make O +a O +training O +run O +, O +" O +said O +Bernd B-PER +Zobel I-PER +, O +the O +Canadian B-MISC +men O +'s O +national O +coach O +, O +citing O +too O +much O +new O +snow O +and O +poor O +visibility O +. O + +If O +organisers O +are O +forced O +to O +run O +the O +downhill O +on O +Sunday O +, O +the O +super-giant O +slalom O +originally O +scheduled O +for O +Sunday O +would O +likely O +be O +abandoned O +. O + +-DOCSTART- O + +SOCCER O +- O +LEADING O +SCOTTISH B-MISC +PREMIER I-MISC +DIVISION I-MISC +SCORERS O +. 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O + +In O +Chorzow B-LOC +: O +Ruch B-ORG +Chorzow I-ORG +( O +Poland B-LOC +) O +5 O +Llansantffraid B-ORG +( O +Wales B-LOC +) O +0 O + +( O +1-0 O +) O + +Scorers O +: O +Arkadiusz B-PER +Bak I-PER +( O +1st O +and O +55th O +) O +, O +Arwel B-PER +Jones I-PER +( O +47th O +, O + +own O +goal O +) O +, O +Miroslav B-PER +Bak I-PER +( O +62nd O +and O +63rd O +) O + +Attendance O +: O +6,500 O + +Ruch B-ORG +Chorzow I-ORG +win O +6-1 O +on O +aggregate O + +In O +Larnaca B-LOC +: O +AEK B-ORG +Larnaca I-ORG +( O +Cyprus B-LOC +) O +5 O +Kotaik B-ORG +Abovyan I-ORG +( O +Armenia B-LOC +) O + +0 O +( O +2-0 O +) O + +Scorers O +: O +Zoran B-PER +Kundic I-PER +( O +28th O +) O +, O +Klimis B-PER +Alexandrou I-PER +( O +41st O +) O +, O + +Milenko B-PER +Kovasevic I-PER +( O +60th O +, O +penalty O +) O +, O +Goran B-PER +Koprinovic I-PER +( O +82nd O +) O +, O + +Pavlos B-PER +Markou I-PER +( O +84th O +) O + +Attendance O +: O +5,000 O + +AEK B-ORG +Larnaca I-ORG +win O +5-1 O +on O +aggregate O + +In O +Siauliai B-LOC +: O +Kareda B-ORG +Siauliai I-ORG +( O +Lithuania B-LOC +) O +0 O +Sion B-ORG + +( O +Switzerland B-LOC +) O +0 O + +Attendance O +: O +5,000 O + +Sion B-ORG +win O +4-2 O +on O +agrregate O +. 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O + +In O +Torshavn B-LOC +: O +Havnar B-ORG +Boltfelag I-ORG +( O +Faroe B-LOC +Islands I-LOC +) O +0 O +Dynamo B-ORG + +Batumi B-ORG +( O +Georgia B-LOC +) O +3 O +( O +0-2 O +) O + +Dynamo B-ORG +Batumi I-ORG +win O +9-0 O +on O +aggregate O +. O + +In O +Prague B-LOC +: O +Sparta B-ORG +Prague I-ORG +( O +Czech B-LOC +Republic I-LOC +) O +8 O +Glentoran B-ORG + +( O +Northern B-LOC +Ireland I-LOC +) O +0 O +( O +4-0 O +) O + +Scorers O +: O +Petr B-PER +Gunda I-PER +( O +1st O +and O +26th O +) O +, O +Lumir B-PER +Mistr I-PER +( O +19th O +) O +, O + +Horst B-PER +Siegl I-PER +( O +24th O +, O +48th O +, O +80th O +) O +, O +Zdenek B-PER +Svoboda I-PER +( O +76th O +) O +, O +Petr B-PER + +Gabriel B-PER +( O +86th O +) O + +Sparta B-ORG +win O +10-1 O +on O +aggregate O +. O + +In O +Edinburgh B-LOC +: O +Hearts B-ORG +( O +Scotland B-LOC +) O +1 O +Red B-ORG +Star I-ORG +Belgrade I-ORG + +( O +Yugoslavia B-LOC +) O +1 O +( O +1-0 O +) O + +Scorers O +: O + +Hearts B-ORG +- O +Dave B-PER +McPherson I-PER +( O +44th O +) O + +Red B-ORG +Star I-ORG +- O +Vinko B-MISC +Marinovic I-MISC +( O +59th O +) O + +Attendance O +: O +15,062 O + +Aggregate O +1-1 O +. O + +Red B-ORG +Star I-ORG +win O +on O +away O +goals O +rule O +. O + +In O +Rishon-Lezion B-LOC +: O +Hapoel B-ORG +Ironi I-ORG +( O +Israel B-LOC +) O +3 O +Constructorul B-ORG + +Chisinau B-ORG +( O +Moldova B-LOC +) O +2 O +( O +2-1 O +) O + +Aggregate O +3-3 O +. O + +Constructorul B-ORG +win O +on O +away O +goals O +rule O +. O + +In O +Anjalonkoski B-MISC +: O +MyPa-47 B-ORG +( O +Finland B-LOC +) O +1 O +Karabach B-ORG +Agdam I-ORG + +( O +Azerbaijan B-LOC +) O +1 O +( O +0-0 O +) O + +Mypa-47 B-ORG +win O +2-1 O +on O +aggregate O +. O + +In O +Skopje B-LOC +: O +Sloga B-ORG +Jugomagnat I-ORG +( O +Macedonia B-LOC +) O +0 O +Kispest B-ORG +Honved I-ORG + +( O +Hungary B-LOC +1 O +( O +0-0 O +) O + +Kispest B-ORG +Honved I-ORG +win O +2-0 O +on O +aggregate O +. O + +Add B-ORG +Hapoel I-ORG +Ironi I-ORG +v O +Constructorul B-ORG +Chisinau I-ORG + +Scorers O +: O + +Rishon B-ORG +- O +Moshe B-PER +Sabag I-PER +( O +10th O +minute O +) O +, O +Nissan B-PER +Kapeta I-PER +( O +26th O +) O +, O + +Tomas B-PER +Cibola I-PER +( O +58th O +) O +. O + +Constructorol B-ORG +- O +Sergei B-PER +Rogachev I-PER +( O +42nd O +) O +, O +Gennadi B-PER +Skidan I-PER + +( O +87th O +) O +. O + +Attendance O +: O +1,500 O +. O + +-DOCSTART- O + +SOCCER O +- O +GOTHENBURG B-LOC +PUT O +FERENCVAROS B-ORG +OUT O +OF O +EURO B-MISC +CUP I-MISC +. O + +BUDAPEST B-LOC +1996-08-21 O + +IFK B-ORG +Gothenburg I-ORG +of O +Sweden B-LOC +drew O +1-1 O +( O +1-0 O +) O +with O +Ferencvaros B-ORG +of O +Hungary B-LOC +in O +the O +second O +leg O +of O +their O +European B-MISC +Champions I-MISC +Cup I-MISC +preliminary O +round O +tie O +played O +on O +Wednesday O +. O + +Gothenburg B-LOC +go O +through O +4-1 O +on O +aggregate O +. O + +Scorers O +: O + +Ferencvaros B-ORG +: O + +Ferenc B-PER +Horvath I-PER +( O +15th O +) O + +IFK B-ORG +Gothenburg I-ORG +: O + +Andreas B-PER +Andersson I-PER +( O +87th O +) O + +Attendance O +: O +9,000 O + +-DOCSTART- O + +SOCCER O +- O +BRAZILIAN B-MISC +CHAMPIONSHIP O +RESULTS O +. O + +RIO B-LOC +DE I-LOC +JANEIRO I-LOC +1996-08-22 O + +Results O +of O +midweek O + +matches O +in O +the O +Brazilian B-MISC +soccer O +championship O +. O + +Bahia B-ORG +2 O +Atletico B-ORG +Paranaense I-ORG +0 O + +Corinthians B-ORG +1 O +Guarani B-ORG +0 O + +Coritiba B-ORG +1 O +Atletico B-ORG +Mineiro I-ORG +0 O + +Cruzeiro B-ORG +2 O +Vitoria B-ORG +1 O + +Flamengo B-ORG +0 O +Juventude B-ORG +1 O + +Goias B-ORG +3 O +Sport B-ORG +Recife I-ORG +1 O + +Gremio B-ORG +6 O +Bragantino B-ORG +1 O + +Palmeiras B-ORG +3 O +Vasco B-ORG +da I-ORG +Gama I-ORG +1 O + +Portuguesa B-ORG +2 O +Parana B-ORG +0 O + +-DOCSTART- O + +TENNIS O +- O +NEWCOMBE B-PER +PONDERS O +HIS O +DAVIS B-MISC +CUP I-MISC +FUTURE O +. O + +SYDNEY B-LOC +1996-08-22 O + +Australian B-MISC +Davis B-MISC +Cup I-MISC +captain O +John B-PER +Newcombe I-PER +on O +Thursday O +signalled O +his O +possible O +resignation O +if O +his O +team O +loses O +an O +away O +tie O +against O +Croatia B-LOC +next O +month O +. O + +The O +former O +Wimbledon B-MISC +champion O +said O +the O +immediate O +future O +of O +Australia B-LOC +'s O +Davis B-MISC +Cup I-MISC +coach O +Tony B-PER +Roche I-PER +could O +also O +be O +determined O +by O +events O +in O +Split B-LOC +. O + +" O +If O +we O +lose O +this O +one O +, O +Tony B-PER +and O +I O +will O +have O +to O +have O +a O +good O +look O +at O +giving O +someone O +else O +a O +go O +, O +" O +Newcombe B-PER +was O +quoted O +as O +saying O +in O +Sydney B-LOC +'s O +Daily B-ORG +Telegraph I-ORG +newspaper O +. O + +Australia B-LOC +face O +Croatia B-LOC +in O +the O +world O +group O +qualifying O +tie O +on O +clay O +from O +September O +20-22 O +. O + +Under O +Newcombe B-PER +'s O +leadership O +, O +Australia B-LOC +were O +relegated O +from O +the O +elite O +world O +group O +last O +year O +, O +the O +first O +time O +the O +26-time O +Davis B-MISC +Cup I-MISC +winners O +had O +slipped O +from O +the O +top O +rank O +. O + +Since O +taking O +over O +as O +captain O +from O +Neale B-PER +Fraser I-PER +in O +1994 O +, O +Newcombe B-PER +'s O +record O +in O +tandem O +with O +Roche B-PER +, O +his O +former O +doubles O +partner O +, O +has O +been O +three O +wins O +and O +three O +losses O +. O + +Newcombe B-PER +has O +selected O +Wimbledon B-MISC +semifinalist O +Jason B-PER +Stoltenberg I-PER +, O +Patrick B-PER +Rafter I-PER +, O +Mark B-PER +Philippoussis I-PER +, O +and O +Olympic B-MISC +doubles O +champions O +Todd B-PER +Woodbridge I-PER +and O +Mark B-PER +Woodforde I-PER +to O +face O +the O +Croatians B-MISC +. O + +The O +home O +side O +boasts O +world O +number O +six O +Goran B-PER +Ivanisevic I-PER +, O +and O +Newcombe B-PER +conceded O +his O +players O +would O +be O +hard-pressed O +to O +beat O +the O +Croatian B-MISC +number O +one O +. O + +" O +We O +are O +ready O +to O +fight O +to O +our O +last O +breath O +-- O +Australia B-LOC +must O +play O +at O +its O +absolute O +best O +to O +win O +, O +" O +said O +Newcombe B-PER +, O +who O +described O +the O +tie O +as O +the O +toughest O +he O +has O +faced O +as O +captain O +. O + +Australia B-LOC +last O +won O +the O +Davis B-MISC +Cup I-MISC +in O +1986 O +, O +but O +they O +were O +beaten O +finalists O +against O +Germany B-LOC +three O +years O +ago O +under O +Fraser B-PER +'s O +guidance O +. O + +-DOCSTART- O + +BADMINTON O +- O +MALAYSIAN B-MISC +OPEN I-MISC +RESULTS O +. O + +KUALA B-LOC +LUMPUR I-LOC +1996-08-22 O + +Results O +in O +the O +Malaysian B-MISC + +Open B-MISC +badminton O +tournament O +on O +Thursday O +( O +prefix O +number O +denotes O + +seeding O +) O +: O + +Men O +'s O +singles O +, O +third O +round O + +9/16 O +- O +Luo B-PER +Yigang I-PER +( O +China B-LOC +) O +beat O +Hwang B-PER +Sun-ho B-MISC +( O +South B-LOC +Korea I-LOC +) O +15-3 O + +15-7 O + +Jason B-PER +Wong I-PER +( O +Malaysia B-LOC +) O +beat O +Abdul B-PER +Samad I-PER +Ismail I-PER +( O +Malaysia B-LOC +) O +16-18 O + +15-2 O +17-14 O + +P. B-PER +Kantharoopan I-PER +( O +Malaysia B-LOC +) O +beat O +3/4 O +- O +Jeroen B-PER +Van I-PER +Dijk I-PER + +( O +Netherlands B-LOC +) O +15-11 O +18-14 O + +Wijaya B-PER +Indra I-PER +( O +Indonesia B-LOC +) O +beat O +5/8 O +- O +Pang B-PER +Chen I-PER +( O +Malaysia B-LOC +) O +15-6 O + +6-15 O +15-7 O + +3/4 O +- O +Hu B-PER +Zhilan I-PER +( O +China B-LOC +) O +beat O +Nunung B-PER +Subandoro I-PER +( O +Indonesia B-LOC +) O +5-15 O + +18-15 O +15-6 O + +9/16 O +- O +Hermawan B-PER +Susanto I-PER +( O +Indonesia B-LOC +) O +beat O +1 O +- O +Fung B-PER +Permadi I-PER +( O +Taiwan B-LOC +) O + +15-8 O +15-12 O + +Women O +'s O +singles O +2nd O +round O + +1 O +- O +Wang B-PER +Chen I-PER +( O +China B-LOC +) O +beat O +Cindana B-PER +( O +Indonesia B-LOC +) O +11-3 O +1ama B-PER +( O +Japan B-LOC +) O +beat O +Margit B-PER +Borg I-PER +( O +Sweden B-LOC +) O +11-6 O +11-6 O + +Sun B-PER +Jian I-PER +( O +China B-LOC +) O +beat O +Marina B-PER +Andrievskaqya I-PER +( O +Sweden B-LOC +) O +11-8 O +11-2 O + +5/8 O +- O +Meluawati B-PER +( O +Indonesia B-LOC +) O +beat O +Chan B-PER +Chia I-PER +Fong I-PER +( O +Malaysia B-LOC +) O +11-6 O + +11-1 O + +Gong B-PER +Zhichao I-PER +( O +China B-LOC +) O +beat O +Liu B-PER +Lufung I-PER +( O +China B-LOC +) O +6-11 O +11-7 O +11-3 O + +Zeng B-PER +Yaqiong I-PER +( O +China B-LOC +) O +beat O +Li B-PER +Feng I-PER +( O +New B-LOC +Zealand I-LOC +) O +11-9 O +11-6 O + +5/8 O +- O +Christine B-PER +Magnusson I-PER +( O +Sweden B-LOC +) O +beat O +Ishwari B-PER +Boopathy I-PER + +( O +Malaysia B-LOC +) O +11-1 O +10-12 O +11-4 O + +2 O +- O +Zhang B-PER +Ning I-PER +( O +China B-LOC +) O +beat O +Olivia B-PER +( O +Indonesia B-LOC +) O +11-8 O +11-6 O + +-DOCSTART- O + +TENNIS O +- O +REVISED O +MEN O +'S O +DRAW O +FOR O +U.S. B-MISC +OPEN I-MISC +. O + +NEW B-LOC +YORK I-LOC +1996-08-22 O + +Revised O +singles O +draw O +for O +the O + +U.S. B-MISC +Open I-MISC +tennis O +championships O +beginning O +Monday O +at O +the O +U.S B-LOC +. O + +National B-LOC +Tennis I-LOC +Centre I-LOC +( O +prefix O +denotes O +seeding O +) O +: O + +Men O +'s O +Draw O + +1 O +- O +Pete B-PER +Sampras I-PER +( O +U.S. B-LOC +) O +vs. O +Adrian B-PER +Voinea I-PER +( O +Romania B-LOC +) O + +Jiri B-PER +Novak I-PER +( O +Czech B-LOC +Republic I-LOC +) O +vs. O +qualifier O + +Magnus B-PER +Larsson I-PER +( O +Sweden B-LOC +) O +vs. O +Alexander B-PER +Volkov I-PER +( O +Russia B-LOC +) O + +Mikael B-PER +Tillstrom I-PER +( O +Sweden B-LOC +) O +vs O +qualifier O + +Qualifier O +vs. O +Andrei B-PER +Olhovskiy I-PER +( O +Russia B-LOC +) O + +Mark B-PER +Woodforde I-PER +( O +Australia B-LOC +) O +vs. O +Mark B-PER +Philippoussis I-PER +( O +Australia B-LOC +) O + +Roberto B-PER +Carretero I-PER +( O +Spain B-LOC +) O +vs. O +Jordi B-PER +Burillo I-PER +( O +Spain B-LOC +) O + +Francisco B-PER +Clavet I-PER +( O +Spain B-LOC +) O +vs. O +16 O +- O +Cedric B-PER +Pioline I-PER +( O +France B-LOC +) O + +------------------------ O + +9 O +- O +Wayne B-PER +Ferreira I-PER +( O +South B-LOC +Africa I-LOC +) O +vs. O +qualifier O + +Karol B-PER +Kucera I-PER +( O +Slovakia B-LOC +) O +vs. O +Jonas B-PER +Bjorkman I-PER +( O +Sweden B-LOC +) O + +Qualifier O +vs. O +Christian B-PER +Rudd I-PER +( O +Norway B-LOC +) O + +Alex B-PER +Corretja I-PER +( O +Spain B-LOC +) O +vs. O +Byron B-PER +Black I-PER +( O +Zimbabwe B-LOC +) O + +David B-PER +Rikl I-PER +( O +Czech B-LOC +Republic I-LOC +) O +vs. O +Hicham B-PER +Arazi I-PER +( O +Morocco B-LOC +) O + +Sjeng B-PER +Schalken I-PER +( O +Netherlands B-LOC +) O +vs. O +Gilbert B-PER +Schaller I-PER +( O +Austria B-LOC +) O + +Grant B-PER +Stafford I-PER +( O +South B-LOC +Africa I-LOC +) O +vs. O +Guy B-PER +Forget I-PER +( O +France B-LOC +) O + +Fernando B-PER +Meligeni I-PER +( O +Brazil B-LOC +) O +vs. O +7 O +- O +Yevgeny B-PER +Kafelnikov I-PER +( O +Russia B-LOC +) O + +------------------------ O + +4 O +- O +Goran B-PER +Ivanisevic I-PER +( O +Croatia B-LOC +) O +vs. O +Andrei B-PER +Chesnokov I-PER +( O +Russia B-LOC +) O + +Scott B-PER +Draper I-PER +( O +Australia B-LOC +) O +vs. O +Galo B-PER +Blanco I-PER +( O +Spain B-LOC +) O + +Renzo B-PER +Furlan I-PER +( O +Italy B-LOC +) O +vs. O +Thomas B-PER +Johansson I-PER +( O +Sweden B-LOC +) O + +Hendrik B-PER +Dreekman I-PER +( O +Germany B-LOC +) O +vs. O +Greg B-PER +Rusedski I-PER +( O +Britain B-LOC +) O + +Andrei B-PER +Medvedev I-PER +( O +Ukraine B-LOC +) O +vs. O +Jean-Philippe B-PER +Fleurian I-PER +( O +France B-LOC +) O + +Jan B-PER +Kroslak I-PER +( O +Slovakia B-LOC +) O +vs. O +Chris B-PER +Woodruff I-PER +( O +U.S. B-LOC +) O + +Qualifier O +vs. O +Petr B-PER +Korda I-PER +( O +Czech B-LOC +Republic I-LOC +) O + +Bohdan B-PER +Ulihrach I-PER +( O +Czech B-LOC +Republic I-LOC +) O +vs. O +14 O +- O +Alberto B-PER +Costa I-PER + +( O +Spain B-LOC +) O + +------------------------ O + +12 O +- O +Todd B-PER +Martin I-PER +( O +U.S. B-LOC +) O +vs. O +Younnes B-PER +El I-PER +Aynaoui I-PER +( O +Morocco B-LOC +) O + +Andrea B-PER +Gaudenzi I-PER +( O +Italy B-LOC +) O +vs. O +Shuzo B-PER +Matsuoka I-PER +( O +Japan B-LOC +) O + +Doug B-PER +Flach I-PER +( O +U.S. B-LOC +) O +vs. O +qualifier O + +Mats B-PER +Wilander I-PER +( O +Sweden B-LOC +) O +vs. O +Tim B-PER +Henman I-PER +( O +Britain B-LOC +) O + +Paul B-PER +Haarhuis I-PER +( O +Netherlands B-LOC +) O +vs. O +Michael B-PER +Joyce I-PER +( O +U.S. B-LOC +) O + +Michael B-PER +Tebbutt I-PER +( O +Australia B-LOC +) O +vs. O +Richey B-PER +Reneberg I-PER +( O +U.S. B-LOC +) O + +Jonathan B-PER +Stark I-PER +( O +U.S. B-LOC +) O +vs. O +Bernd B-PER +Karbacher I-PER +( O +Germany B-LOC +) O + +Stefan B-PER +Edberg I-PER +( O +Sweden B-LOC +) O +vs. O +5 O +- O +Richard B-PER +Krajicek I-PER +( O +Netherlands B-LOC +) O + +------------------------ O + +6 O +- O +Andre B-PER +Agassi I-PER +( O +U.S. B-LOC +) O +vs. O +Mauricio B-PER +Hadad I-PER +( O +Colombia B-LOC +) O + +Marcos B-PER +Ondruska I-PER +( O 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I-PER +( O +Bahamas B-LOC +) O +vs. O +Marcelo B-PER +Filippini I-PER +( O +Uruguay B-LOC +) O + +Todd B-PER +Woodbridge I-PER +( O +Australia B-LOC +) O +vs. O +qualifier O + +Kris B-PER +Goossens I-PER +( O +Belgium B-LOC +) O +vs. O +Sergi B-PER +Bruguera I-PER +( O +Spain B-LOC +) O + +Qualifier O +vs. O +Michael B-PER +Stich I-PER +( O +Germany B-LOC +) O + +Qualifier O +vs. O +Chuck B-PER +Adams I-PER +( O +U.S. B-LOC +) O + +Javier B-PER +Frana I-PER +( O +Argentina B-LOC +) O +vs. O +3 O +- O +Thomas B-PER +Muster I-PER +( O +Austria B-LOC +) O + +------------------------ O + +8 O +- O +Jim B-PER +Courier I-PER +( O +U.S. B-LOC +) O +vs. O +Javier B-PER +Sanchez I-PER +( O +Spain B-LOC +) O + +Jim B-PER +Grabb I-PER +( O +U.S. B-LOC +) O +vs. O +Sandon B-PER +Stolle I-PER +( O +Australia B-LOC +) O + +Patrick B-PER +Rafter I-PER +( O +Australia B-LOC +) O +vs. O +Kenneth B-PER +Carlsen I-PER +( O +Denmark B-LOC +) O + +Jason B-PER +Stoltenberg I-PER +( O +Australia B-LOC +) O +vs. O +Stefano B-PER +Pescosolido I-PER +( O +Italy B-LOC +) O + +Arnaud B-PER +Boetsch I-PER +( O +France B-LOC +) O +vs. O +Nicolas B-PER +Pereira I-PER +( O +Venezuela B-LOC +) O + +Carlos B-PER +Costa I-PER +( O +Spain B-LOC +) O +vs. O +Magnus B-PER +Gustafsson I-PER +( O +Sweden B-LOC +) O + +Jeff B-PER +Tarango I-PER +( O +U.S. B-LOC +) O +vs. O +Alex B-PER +Radulescu I-PER +( O +Germany B-LOC +) O + +Qualifier O +vs. O +10 O +- O +Marcelo B-PER +Rios I-PER +( O +Chile B-LOC +) O + +------------------------ O + +15 O +- O +Marc B-PER +Rosset I-PER +( O +Switzerland B-LOC +vs. O +Jared B-PER +Palmer I-PER +( O +U.S. B-LOC +) O + +Martin B-PER +Damm I-PER +( O +Czech B-LOC +Republic I-LOC +) O +vs. O +Hernan B-PER +Gumy I-PER +( O +Argentina B-LOC +) O + +Nicklas B-PER +Kulti I-PER +( O +Sweden B-LOC +) O +vs. O +Jakob B-PER +Hlasek I-PER +( O +Switzerland B-LOC +) O + +Cecil B-PER +Mamiit I-PER +( O +U.S. B-LOC +) O +vs. O +Alberto B-PER +Berasategui I-PER +( O +Spain B-LOC +) O 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O + +Cruise B-PER +will O +reprise O +his O +roles O +as O +star O +and O +co-producer O +, O +and O +will O +soon O +meet O +Academy B-MISC +Award-winning I-MISC +screenwriter O +William B-PER +Goldman I-PER +, O +who O +will O +write O +the O +script O +, O +the O +report O +said O +. O + +It O +said O +" O +Mission B-MISC +: I-MISC +Impossible I-MISC +" O +director O +Brian B-PER +De I-PER +Palma I-PER +would O +have O +first O +crack O +at O +the O +sequel O +, O +though O +no O +deals O +have O +been O +made O +yet O +. O + +Goldman B-PER +, O +whose O +Oscars B-MISC +were O +for O +" O +Butch B-MISC +Cassidy I-MISC +and I-MISC +the I-MISC +Sundance I-MISC +Kid I-MISC +" O +and O +" O +All B-MISC +the I-MISC +President I-MISC +'s I-MISC +Men I-MISC +" O +, O +earlier O +this O +summer O +criticised O +some O +of O +the O +season O +'s O +blockbusters O +. 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O + +Crawley B-PER +, O +unbeaten O +on O +94 O +overnight O +in O +an O +England B-LOC +total O +of O +278 O +for O +six O +, O +was O +spotted O +strumming O +a O +guitar O +in O +the O +dressing-room O +as O +the O +Oval B-LOC +ground O +staff O +took O +centre O +stage O +. O + +There O +were O +several O +damp O +patches O +on O +the O +square O +and O +the O +outfield O +and O +it O +was O +still O +raining O +when O +the O +players O +took O +an O +early O +lunch O +at O +1230 O +local O +time O +( O +1130 O +GMT B-MISC +) O +. O + +When O +brighter O +weather O +finally O +arrived O +, O +the O +umpires O +announced O +a O +revised O +figure O +of O +67 O +overs O +to O +be O +bowled O +with O +play O +extended O +to O +at O +least O +1900 O +local O +time O +( O +1800 O +GMT B-MISC +) O +. O + +-DOCSTART- O + +MOTOR O +RACING O +- O +BELGIAN B-MISC +GRAND B-MISC +PRIX I-MISC +PRACTICE O +TIMES O +. 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O +Martin B-PER +Brundle I-PER +( O +Britain B-LOC +) O +Jordan B-ORG +1:55.385 O + +10. O +Rubens B-PER +Barrichello I-PER +( O +Brazil B-LOC +) O +Jordan B-ORG +1:55.645 O + +11. O +Johnny B-PER +Herbert I-PER +( O +Britain B-LOC +) O +Sauber B-ORG +1:56.318 O + +12. O +Olivier B-PER +Panis I-PER +( O +France B-LOC +) O +Ligier B-ORG +1:56.417 O + +-DOCSTART- O + +TENNIS O +- O +RESULTS O +AT O +TOSHIBA B-MISC +CLASSIC I-MISC +. O + +[ O +CORRECTED O +05:30 O +GMT B-MISC +] O + +CARLSBAD B-LOC +, O +California B-LOC +1996-08-22 O + +Results O +from O +the O + +$ O +450,000 O +Toshiba B-MISC +Classic I-MISC +tennis O +tournament O +on O +Thursday O +( O +prefix O + +number O +denotes O +seeding O +) O +: O + +Quarter-finals O + +2 O +- O +Conchita B-PER +Martinez I-PER +( O +Spain B-LOC +) O +beat O +Nathalie B-PER +Tauziat I-PER +( O +France B-LOC +) O + +6-3 O +6-4 O + +Second O +round O + +5 O +- O +Gabriela B-PER +Sabatini I-PER +( O +Argentina B-LOC +) O +beat O +Asa B-PER +Carlsson I-PER +( O +Sweden B-LOC +) O + +6-1 O +7-5 O + +Katarina B-PER +Studenikova I-PER +( O +Slovakia B-LOC +) O +beat O +6 O +- O +Karina B-PER +Habsudova I-PER + +( O +Slovakia B-LOC +) O +7-6 O +( O +7-4 O +) O +6-2 O + +( O +Corrects O +that O +Habsudova B-PER +is O +sixth O +seed O +) O +. O + +-DOCSTART- O + +SOCCER O +- O +ENGLISH B-MISC +FIRST O +DIVISION O +RESULTS O +. 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O +Irina B-PER +Yatchenko I-PER +( O +Belarus B-LOC +) O +58.92 O + +Women O +'s O +100 O +metres O +hurdles O + +1. O +Ludmila B-PER +Engquist I-PER +( O +Sweden B-LOC +) O +12.60 O +seconds O + +2. O +Michelle B-PER +Freeman I-PER +( O +Jamaica B-LOC +) O +12.77 O + +3. O +Aliuska B-PER +Lopez I-PER +( O +Cuba B-LOC +) O +12.85 O + +4. O +Dionne B-PER +Rose I-PER +( O +Jamaica B-LOC +) O +12.88 O + +5. O +Brigita B-PER +Bukovec I-PER +( O +Slovakia B-LOC +) O +12.95 O + +6. O +Yulia B-PER +Graudin I-PER +( O +Russia B-LOC +) O +12.96 O + +7. O +Julie B-PER +Baumann I-PER +( O +Switzerland B-LOC +) O +13.36 O + +8. O +Patricia B-PER +Girard-Leno I-PER +( O +France B-LOC +) O +13.36 O + +9. O +Dawn B-PER +Bowles I-PER +( O +U.S. B-LOC +) O +13.53 O + +Men O +'s O +110 O +metres O +hurdles O + +1. O +Allen B-PER +Johnson I-PER +( O +U.S. B-LOC +) O +12.92 O +seconds O + +2. O +Colin B-PER +Jackson I-PER +( O +Britain B-LOC +) O +13.24 O + +3. O +Emilio B-PER +Valle I-PER +( O +Cuba B-LOC +) O +13.33 O + +4. O +Sven B-PER +Pieters I-PER +( O +Belgium B-LOC +) O +13.37 O + +5. O +Steve B-PER +Brown I-PER +( O +U.S. B-LOC +) O +13.38 O + +6. O +Frank B-PER +Asselman I-PER +( O +Belgium B-LOC +) O +13.64 O + +7. O +Hubert B-PER +Grossard I-PER +( O +Belgium B-LOC +) O +13.65 O + +8. O +Jonathan B-PER +N'Senga I-PER +( O +Belgium B-LOC +) O +13.66 O + +9. O +Johan B-PER +Lisabeth I-PER +( O +Belgium B-LOC +) O +13.75 O + +Women O +'s O +5,000 O +metres O + +1. O +Roberta B-PER +Brunet I-PER +( O +Italy B-LOC +) O +14 O +minutes O +48.96 O +seconds O + +2. O +Fernanda B-PER +Ribeiro I-PER +( O +Portugal B-LOC +) O +14:49.81 O + +3. O +Sally B-PER +Barsosio I-PER +( O +Kenya B-LOC +) O +14:58.29 O + +4. O +Paula B-PER +Radcliffe I-PER +( O +Britain B-LOC +) O +14:59.70 O + +5. O +Julia B-PER +Vaquero I-PER +( O +Spain B-LOC +) O +15:04.94 O + +6. O +Catherine B-PER +McKiernan I-PER +( O +Ireland B-LOC +) O +15:07.57 O + +7. O +Annette B-PER +Peters I-PER +( O +U.S. B-LOC +) O +15:07.85 O + +8. O +Pauline B-PER +Konga I-PER +( O +Kenya B-LOC +) O +15:11.40 O + +Men O +'s O +100 O +metres O + +1. O +Dennis B-PER +Mitchell I-PER +( O +U.S. B-LOC +) O +10.03 O +seconds O + +2. O +Donovan B-PER +Bailey I-PER +( O +Canada B-LOC +) O +10.09 O + +3. O +Carl B-PER +Lewis I-PER +( O +U.S. B-LOC +) O +10.10 O + +4. O +Ato B-PER +Boldon I-PER +( O +Trinidad B-LOC +) O +10.12 O + +5. O +Linford B-PER +Christie I-PER +( O +Britain B-LOC +) O +10.14 O + +6. O +Davidson B-PER +Ezinwa I-PER +( O +Nigeria B-LOC +) O +10.15 O + +7. O +Jon B-PER +Drummond I-PER +( O +U.S. B-LOC +) O +10.16 O + +8. O +Bruny B-PER +Surin I-PER +( O +Canada B-LOC +) O +10.30 O + +Men O +'s O +400 O +metres O +hurdles O + +1. O +Derrick B-PER +Adkins I-PER +( O +U.S. B-LOC +) O +47.93 O +seconds O + +2. O +Samuel B-PER +Matete I-PER +( O +Zambia B-LOC +) O +47.99 O + +3. O +Rohan B-PER +Robinson I-PER +( O +Australia B-LOC +) O +48.86 O + +4. O +Torrance B-PER +Zellner I-PER +( O +U.S. B-LOC +) O +49.06 O + +5. O +Jean-Paul B-PER +Bruwier I-PER +( O +Belgium B-LOC +) O +49.24 O + +6. O +Dusan B-PER +Kovacs I-PER +( O +Hungary B-LOC +) O +49.31 O + +7. O +Calvin B-PER +Davis I-PER +( O +U.S. B-LOC +) O +49.49 O + +8. O +Laurent B-PER +Ottoz I-PER +( O +Italy B-LOC +) O +49.61 O + +9. O +Marc B-PER +Dollendorf I-PER +( O +Belgium B-LOC +) O +50.36 O + +Women O +'s O +100 O +metres O + +1. O +Gail B-PER +Devers I-PER +( O +U.S. B-LOC +) O +10.84 O +seconds O + +2. O +Gwen B-PER +Torrence I-PER +( O +U.S. B-LOC +) O +11.00 O + +3. O +Merlene B-PER +Ottey I-PER +( O +Jamaica B-LOC +) O +11.04 O + +4. O +Mary B-PER +Onyali I-PER +( O +Nigeria B-LOC +) O +11.09 O + +5. O +Chryste B-PER +Gaines I-PER +( O +U.S. B-LOC +) O +11.18 O + +6. O +Zhanna B-PER +Pintusevich I-PER +( O +Ukraine B-LOC +) O +11.27 O + +7. O +Irina B-PER +Privalova I-PER +( O +Russia B-LOC +) O +11.28 O + +8. O +Natalia B-PER +Voronova I-PER +( O +Russia B-LOC +) O +11.28 O + +9. O +Juliet B-PER +Cuthbert I-PER +( O +Jamaica B-LOC +) O +11.31 O + +Women O +'s O +1,500 O +metres O + +1. O +Regina B-PER +Jacobs I-PER +( O +U.S. B-LOC +) O +4 O +minutes O +01.77 O +seconds O + +2. O +Patricia B-PER +Djate I-PER +( O +France B-LOC +) O +4:02.26 O + +3. O +Carla B-PER +Sacramento I-PER +( O +Portugal B-LOC +) O +4:02.67 O + +4. O +Yekaterina B-PER +Podkopayeva I-PER +( O +Russia B-LOC +) O +4:04.78 O + +5. O +Margret B-PER +Crowley I-PER +( O +Australia B-LOC +) O +4:05.00 O + +6. O +Leah B-PER +Pells I-PER +( O +Canada B-LOC +) O +4:05.64 O + +7. O +Sarah B-PER +Thorsett I-PER +( O +U.S. B-LOC +) O +4:06.80 O + +8. O +Sinead B-PER +Delahunty I-PER +( O +Ireland B-LOC +) O +4:07.27 O + +3,000 O +metres O +steeplechase O + +1. O +Joseph B-PER +Keter I-PER +( O +Kenya B-LOC +) O +8 O +minutes O +10.02 O +seconds O + +2. O +Patrick B-PER +Sang I-PER +( O +Kenya B-LOC +) O +8:12.04 O + +3. O +Moses B-PER +Kiptanui I-PER +( O +Kenya B-LOC +) O +8:12.65 O + +4. O +Gideon B-PER +Chirchir I-PER +( O +Kenya B-LOC +) O +8:15.69 O + +5. O +Richard B-PER +Kosgei I-PER +( O +Kenya B-LOC +) O +8:16.80 O + +6. O +Larbi B-PER +El I-PER +Khattabi I-PER +( O +Morocco B-LOC +) O +8:17.29 O + +7. O +Eliud B-PER +Barngetuny I-PER +( O +Kenya B-LOC +) O +8:17.66 O + +8. O +Bernard B-PER +Barmasai I-PER +( O +Kenya B-LOC +) O +8:17.94 O + +Men O +'s O +400 O +metres O + +1. O +Michael B-PER +Johnson I-PER +( O +U.S. B-LOC +) O +44.29 O +seconds O + +2. O +Derek B-PER +Mills I-PER +( O +U.S. B-LOC +) O +44.78 O + +3. O +Anthuan B-PER +Maybank I-PER +( O +U.S. B-LOC +) O +44.92 O + +4. O +Davis B-PER +Kamoga I-PER +( O +Uganda B-LOC +) O +44.96 O + +5. O +Jamie B-PER +Baulch I-PER +( O +Britain B-LOC +) O +45.08 O + +6. O +Sunday B-PER +Bada I-PER +( O +Nigeria B-LOC +) O +45.21 O + +7. O +Samson B-PER +Kitur I-PER +( O +Kenya B-LOC +) O +45.34 O + +8. O +Mark B-PER +Richardson I-PER +( O +Britain B-LOC +) O +45.67 O + +9. O +Jason B-PER +Rouser I-PER +( O +U.S. B-LOC +) O +46.11 O + +Men O +'s O +200 O +metres O + +1. O +Frankie B-PER +Fredericks I-PER +( O +Namibia B-LOC +) O +19.92 O +seconds O + +2. O +Ato B-PER +Boldon I-PER +( O +Trinidad B-LOC +) O +19.99 O + +3. O +Jeff B-PER +Williams I-PER +( O +U.S. B-LOC +) O +20.21 O + +4. O +Jon B-PER +Drummond I-PER +( O +U.S. B-LOC +) O +20.42 O + +5. O +Patrick B-PER +Stevens I-PER +( O +Belgium B-LOC +) O +20.42 O + +6. O +Michael B-PER +Marsh I-PER +( O +U.S. B-LOC +) O +20.43 O + +7. O +Ivan B-PER +Garcia I-PER +( O +Cuba B-LOC +) O +20.45 O + +8. O +Eric B-PER +Wymeersch I-PER +( O +Belgium B-LOC +) O +20.84 O + +9. O +Lamont B-PER +Smith I-PER +( O +U.S. B-LOC +) O +21.08 O + +Women O +'s O +1,000 O +metres O + +1. O +Svetlana B-PER +Masterkova I-PER +( O +Russia B-LOC +) O +2 O +minutes O +28.98 O +seconds O + +( O +world O +record O +) O + +2. O +Maria B-PER +Mutola I-PER +( O +Mozambique B-LOC +) O +2:29.66 O + +3. O +Malgorzata B-PER +Rydz I-PER +( O +Poland B-LOC +) O +2:39.00 O + +4. O +Anja B-PER +Smolders I-PER +( O +Belgium B-LOC +) O +2:43.06 O + +5. O +Veerle B-PER +De I-PER +Jaeghere I-PER +( O +Belgium B-LOC +) O +2:43.18 O + +6. O +Eleonora B-PER +Berlanda I-PER +( O +Italy B-LOC +) O +2:43.44 O + +7. O +Anneke B-PER +Matthijs I-PER +( O +Belgium B-LOC +) O +2:43.82 O + +8. O +Jacqueline B-PER +Martin I-PER +( O +Spain B-LOC +) O +2:44.22 O + +Women O +'s O +200 O +metres O + +1. O +Mary B-PER +Onyali I-PER +( O +Nigeria B-LOC +) O +22.42 O +seconds O + +2. O +Inger B-PER +Miller I-PER +( O +U.S. B-LOC +) O +22.66 O + +3. O +Irina B-PER +Privalova I-PER +( O +Russia B-LOC +) O +22.68 O + +4. O +Natalia B-PER +Voronova I-PER +( O +Russia B-LOC +) O +22.73 O + +5. O +Marina B-PER +Trandenkova I-PER +( O +Russia B-LOC +) O +22.84 O + +6. O +Chandra B-PER +Sturrup I-PER +( O +Bahamas B-LOC +) O +22.85 O + +7. O +Zundra B-PER +Feagin I-PER +( O +U.S. B-LOC +) O +23.18 O + +8. O +Galina B-PER +Malchugina I-PER +( O +Russia B-LOC +) O +23.25 O + +Women O +'s O +400 O +metres O + +1. O +Cathy B-PER +Freeman I-PER +( O +Australia B-LOC +) O +49.48 O +seconds O + +2. O +Marie-Jose B-PER +Perec I-PER +( O +France B-LOC +) O +49.72 O + +3. O +Falilat B-PER +Ogunkoya I-PER +( O +Nigeria B-LOC +) O +49.97 O + +4. O +Pauline B-PER +Davis I-PER +( O +Bahamas B-LOC +) O +50.14 O + +5. O +Fatima B-PER +Yussuf I-PER +( O +Nigeria B-LOC +) O +50.14 O + +6. O +Maicel B-PER +Malone I-PER +( O +U.S. B-LOC +) O +50.51 O + +7. O +Hana B-PER +Benesova I-PER +( O +Czech B-LOC +Republic I-LOC +) O +51.71 O + +8. O +Ann B-PER +Mercken I-PER +( O +Belgium B-LOC +) O +53.55 O + +Men O +'s O +3,000 O +metres O + +1. O +Daniel B-PER +Komen I-PER +( O +Kenya B-LOC +) O +7 O +minutes O +25.87 O +seconds O + +2. O +Khalid B-PER +Boulami I-PER +( O +Morocco B-LOC +) O +7:31.65 O + +3. O +Bob B-PER +Kennedy I-PER +( O +U.S. B-LOC +) O +7:31.69 O + +4. O +El B-PER +Hassane I-PER +Lahssini I-PER +( O +Morocco B-LOC +) O +7:32.44 O + +5. O +Thomas B-PER +Nyariki I-PER +( O +Kenya B-LOC +) O +7:35.56 O + +6. O +Noureddine B-PER +Morceli I-PER +( O +Algeria B-LOC +) O +7:36.81 O + +7. O +Fita B-PER +Bayesa I-PER +( O +Ethiopia B-LOC +) O +7:38.09 O + +8. O +Martin B-PER +Keino I-PER +( O +Kenya B-LOC +) O +7:38.88 O + +Men O +'s O +discus O + +1. O +Lars B-PER +Riedel I-PER +( O +Germany B-LOC +) O +66.74 O +metres O + +2. O +Anthony B-PER +Washington I-PER +( O +U.S. B-LOC +) O +66.72 O + +3. O +Vladimir B-PER +Dubrovshchik I-PER +( O +Belarus B-LOC +) O +64.02 O + +4. O +Virgilius B-PER +Alekna I-PER +( O +Lithuania B-LOC +) O +63.62 O + +5. O +Juergen B-PER +Schult I-PER +( O +Germany B-LOC +) O +63.48 O + +6. O +Vassiliy B-PER +Kaptyukh I-PER +( O +Belarus B-LOC +) O +61.80 O + +7. O +Vaclavas B-PER +Kidikas I-PER +( O +Lithuania B-LOC +) O +60.92 O + +8. O +Michael B-PER +Mollenbeck I-PER +( O +Germany B-LOC +) O +59.24 O + +Men O +'s O +triple O +jump O + +1. O +Jonathan B-PER +Edwards I-PER +( O +Britain B-LOC +) O +17.50 O +metres O + +2. O +Yoelvis B-PER +Quesada I-PER +( O +Cuba B-LOC +) O +17.29 O + +3. O +Brian B-PER +Wellman I-PER +( O +Bermuda B-LOC +) O +17.05 O + +4. O +Kenny B-PER +Harrison I-PER +( O +U.S. B-LOC +) O +16.97 O + +5. O +Gennadi B-PER +Markov I-PER +( O +Russia B-LOC +) O +16.66 O + +6. O +Francis B-PER +Agyepong I-PER +( O +Britain B-LOC +) O +16.63 O + +7. O +Rogel B-PER +Nachum I-PER +( O +Israel B-LOC +) O +16.36 O + +8. O +Sigurd B-PER +Njerve I-PER +( O +Norway B-LOC +) O +16.35 O + +Men O +'s O +1,500 O +metres O + +1. O +Hicham B-PER +El I-PER +Guerrouj I-PER +( O +Morocco B-LOC +) O +three O +minutes O +29.05 O +seconds O + +2. O +Isaac B-PER +Viciosa I-PER +( O +Spain B-LOC +) O +3:33.00 O + +3. O +William B-PER +Tanui I-PER +( O +Kenya B-LOC +) O +3:33.36 O + +4. O +Elijah B-PER +Maru I-PER +( O +Kenya B-LOC +) O +3:33.64 O + +5. O +Marcus B-PER +O'Sullivan I-PER +( O +Ireland B-LOC +) O +3:33.77 O + +6. O +John B-PER +Mayock I-PER +( O +Britain B-LOC +) O +3:33.94 O + +7. O +Laban B-PER +Rotich I-PER +( O +Kenya B-LOC +) O +3:34.12 O + +8. O +Christophe B-PER +Impens I-PER +( O +Belgium B-LOC +) O +3:34.13 O + +Women O +'s O +high O +jump O + +1. O +Stefka B-PER +Kostadinova I-PER +( O +Bulgaria B-LOC +) O +2.03 O +metres O + +2. O +Inga B-PER +Babakova I-PER +( O +Ukraine B-LOC +) O +2.03 O + +3. O +Alina B-PER +Astafei I-PER +( O +Germany B-LOC +) O +1.97 O + +4. O +Tatyana B-PER +Motkova I-PER +( O +Russia B-LOC +) O +1.94 O + +5. O +Svetlana B-PER +Zalevskaya I-PER +( O +Kazakhstan B-LOC +) O +1.91 O + +6. O +Yelena B-PER +Gulyayeva I-PER +( O +Russia B-LOC +) O +1.88 O + +7. O +Hanna B-PER +Haugland I-PER +( O +Norway B-LOC +) O +1.88 O + +8 O +equal O +. O + +Olga B-PER +Boshova I-PER +( O +Moldova B-LOC +) O +1.85 O + +8 O +equal O +. O + +Nele B-PER +Zilinskiene I-PER +( O +Lithuania B-LOC +) O +1.85 O + +Men O +'s O +10,000 O +metres O + +1. O +Salah B-PER +Hissou I-PER +( O +Morocco B-LOC +) O +26 O +minutes O +38.08 O +seconds O +( O +world O + +record O +) O + +2. O +Paul B-PER +Tergat I-PER +( O +Kenya B-LOC +) O +26:54.41 O + +3. O +Paul B-PER +Koech I-PER +( O +Kenya B-LOC +) O +26:56.78 O + +4. O +William B-PER +Kiptum I-PER +( O +Kenya B-LOC +) O +27:18.84 O + +5. O +Aloys B-PER +Nizigama I-PER +( O +Burundi B-LOC +) O +27:25.13 O + +6. O +Mathias B-PER +Ntawulikura I-PER +( O +Rwanda B-LOC +) O +27:25.48 O + +7. O +Abel B-PER +Anton I-PER +( O +Spain B-LOC +) O +28:18.44 O + +8. O +Kamiel B-PER +Maase I-PER +( O +Netherlands B-LOC +) O +28.29.42 O + +9. O +Worku B-PER +Bekila I-PER +( O +Ethiopia B-LOC +) O +28.42.23 O + +10. O +Robert B-PER +Stefko I-PER +( O +Slovakia B-LOC +) O +28:42.26 O + +-DOCSTART- O + +SOCCER O +- O +JORGE B-PER +CALLS O +UP O +SIX O +PORTO B-ORG +PLAYERS O +FOR O +WORLD B-MISC +CUP I-MISC +QUALIFIER O +. O + +LISBON B-LOC +1996-08-23 O + +Portugal B-LOC +'s O +new O +coach O +Artur B-PER +Jorge I-PER +called O +up O +six O +players O +from O +league O +champions O +Porto B-ORG +on O +Friday O +in O +an O +18-man O +squad O +for O +the O +opening O +World B-MISC +Cup I-MISC +qualifier O +against O +Armenia B-LOC +on O +August O +31 O +. O + +Midfielder O +Paulo B-PER +Sousa I-PER +, O +recently O +transferred O +to O +Borussia B-ORG +Dortmund I-ORG +from O +Italy B-LOC +'s O +Juventus B-ORG +, O +is O +the O +only O +leading O +member O +of O +the O +Portuguese B-MISC +side O +from O +this O +year O +'s O +European B-MISC +championships O +who O +will O +not O +make O +the O +trip O +. 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O + +-DOCSTART- O + +SOCCER O +- O +VOGTS B-PER +KEEPS O +FAITH O +WITH O +EURO B-MISC +' I-MISC +96 I-MISC +CHAMPIONS O +. O + +BONN B-LOC +1996-08-23 O + +Trainer O +Berti B-PER +Vogts I-PER +kept O +faith O +with O +his O +entire O +European B-MISC +championship O +winning O +squad O +for O +Germany B-LOC +'s O +first O +match O +since O +their O +title O +victory O +, O +a O +friendly O +in O +Poland B-LOC +. O + +Vogts B-PER +picked O +no O +new O +players O +for O +the O +squad O +for O +the O +September O +4 O +game O +in O +Zabrze B-LOC +. O + +Instead O +on O +Friday O +he O +nominated O +all O +23 O +Euro B-MISC +' I-MISC +96 I-MISC +veterans O +including O +Bremen B-ORG +'s O +Jens B-PER +Todt I-PER +, O +called O +up O +before O +the O +final O +by O +special O +UEFA B-ORG +dispensation O +. 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O +Juha B-PER +Kankkunen I-PER +( O +Finland B-LOC +) O +Toyota B-MISC +Celica I-MISC +12 O +seconds O + +behind O + +3. O +Marcus B-PER +Gronholm I-PER +( O +Finland B-LOC +) O +Toyota B-MISC +Celica I-MISC +2:09 O + +4. O +Jarmo B-PER +Kytolehto I-PER +( O +Finland B-LOC +) O +Ford B-MISC +Escort I-MISC +2:23 O + +5. O +Kenneth B-PER +Eriksson I-PER +( O +Sweden B-LOC +) O +Subaru B-MISC +Impreza I-MISC +2:39 O + +6. O +Carlos B-PER +Sainz I-PER +( O +Spain B-LOC +) O +Ford B-MISC +Escort I-MISC +3:03 O + +-DOCSTART- O + +MOTOCROSS O +- O +SWEDISH B-MISC +500CC O +GRAND B-MISC +PRIX I-MISC +RESULTS O +. O + +LANDSKRONA B-LOC +, O +Sweden B-LOC +1996-08-25 O + +Leading O +results O +in O +the O + +Swedish B-MISC +500cc O +motocross O +Grand B-MISC +Prix I-MISC +on O +Sunday O +: O + +First O +race O + +1. O +Joel B-PER +Smets I-PER +( O +Belgium B-LOC +) O +Husaberg B-ORG + +2. O +Peter B-PER +Johansson I-PER +( O +Sweden B-LOC +) O +Husqvarna B-ORG + +3. O +Gert B-PER +Jan I-PER +Van I-PER +Doorn I-PER +( O +Netherlands B-LOC +) O +Honda B-ORG + +4. O +Jacky B-PER +Martens I-PER +( O +Belgium B-LOC +) O +Husqvarna B-ORG + +5. O +Peter B-PER +Dirkx I-PER +( O +Belgium B-LOC +) O +KTM B-ORG + +6. O +Danny B-PER +Theybers I-PER +( O +Belgium B-LOC +) O +Honda B-ORG + +Second O +race O + +1. O +Shayne B-PER +King I-PER +( O +New B-LOC +Zealand I-LOC +) O +KTM B-ORG + +2. O +Martens B-PER + +3. O +Theybers B-PER + +4. O +Johan B-PER +Boonen I-PER +( O +Belgium B-LOC +) O +Husqvarna B-ORG + +5. O +Dietmar B-PER +Lalcher I-PER +( O +Germany B-LOC +) O +Honda B-ORG + +6. O +Claus B-PER +Manne I-PER +Nielsen I-PER +( O +Denmark B-LOC +) O +KTM B-ORG + +Overall O +on O +day O +: O + +1. O +Martens B-PER +30 O +points O + +2. O +Shayne B-PER +King I-PER +28 O + +3. O +Smets B-PER +27 O + +4. O +Theybers B-PER +25 O + +5. O +Van B-PER +Doorn I-PER +24 O + +6. O +Johansson B-PER +17 O + +World O +championship O +standings O +( O +after O +11 O +of O +12 O +rounds O +) O +: O + +1. O +Shayne B-PER +King I-PER +323 O +points O + +2. O +Smets B-PER +290 O + +3. O +Johansson B-PER +236 O + +4. O +Lacher B-PER +219 O + +5. O +Darryll B-PER +King I-PER +( O +New B-LOC +Zealand I-LOC +) O +Honda B-ORG +178 O + +6. O +Van B-PER +Doorn I-PER +176 O + +-DOCSTART- O + +MOTOCROSS O +- O +GERMAN B-MISC +125CC O +GRAND B-MISC +PRIX I-MISC +RESULTS O +. O + +HOLZGERLINGEN B-LOC +, O +Germany B-LOC +1996-08-25 O + +Leading O +results O +in O + +the O +German B-MISC +125cc O +motocross O +Grand B-MISC +Prix I-MISC +on O +Sunday O +: O + +First O +race O + +1. O +Sebastien B-PER +Tortelli I-PER +( O +France B-LOC +) O +Kawasaki B-ORG + +2. O +Bob B-PER +Moore I-PER +( O +U.S. B-LOC +) O +Yamaha B-ORG + +3. O +Luigi B-PER +Seguy I-PER +( O +France B-LOC +) O +TM B-ORG + +4. O +Andi B-PER +Kanstinger I-PER +( O +Germany B-LOC +) O +Honda B-ORG + +5. O +Nicolas B-PER +Charlier I-PER +( O +France B-LOC +) O +Kawasaki B-ORG + +6. O +Erik B-PER +Camerlengo I-PER +( O +Italy B-LOC +) O +Yamaha B-ORG + +Second O +race O + +1. O +Tortelli B-PER + +2. O +Moore B-PER + +3. O +Alex B-PER +Belometti I-PER +( O +Italy B-LOC +) O +Honda B-ORG + +4. O +Frederic B-PER +Vialle I-PER +( O +France B-LOC +) O +Yamaha B-ORG + +5. O +Collin B-PER +Dugmore I-PER +( O +South B-LOC +Africa I-LOC +) O +Honda B-ORG + +6. O +Camerlengo B-PER + +Overall O +on O +day O +: O + +1. O +Tortelli B-PER +40 O +points O + +2. O +Moore B-PER +34 O + +3. O +Seguy B-PER +24 O + +4. O +Vialle B-PER +22 O + +5. O +Camerlengo B-PER +20 O + +6. O +Belometti B-PER +19 O + +Final O +world O +championship O +standings O +: O + +1. O +Tortelli B-PER +432 O +points O + +2. O +Paul B-PER +Malin I-PER +( O +Britain B-LOC +) O +Yamaha B-ORG +317 O + +3. O +Vialle B-PER +293 O + +4. O +Seguy B-PER +192 O + +5. O +Michele B-PER +Fanton I-PER +( O +Italy B-LOC +) O +Kawasaki B-ORG +160 O + +6. O +Dugmore B-PER +152 O + +-DOCSTART- O + +MOTOR O +RACING O +- O +LEADING O +PLACINGS O +IN O +POKKA B-MISC +1,000 O +KM O +RACE O +. O + +SUZUKA B-LOC +, O +Japan B-LOC +1996-08-25 O + +Leading O +placings O +in O + +Sunday O +'s O +Pokka B-MISC +1,000 O +km O +motor O +race O +, O +seventh O +round O +of O +the O + +International B-MISC +Endurance I-MISC +GT I-MISC +championship I-MISC +: O + +1. O +Ray B-PER +Belim I-PER +( O +Britain B-LOC +) O +/ O +James B-PER +Weaver I-PER +( O +Britain B-LOC +) O +/ O +J.J.Lehto O + +( O +Finland B-LOC +) O +Gulf B-MISC +McLaren I-MISC +FI I-MISC +GTR I-MISC +171 O +laps O +- O +6 O +hours O +18 O +minutes O + +48.637 O +seconds O +( O +average O +speed O +158.82 O +kph O +) O + +2. O +Anders B-PER +Olofsson I-PER +( O +Sweden B-LOC +) O +/ O +Luciano B-PER +della I-PER +Noce I-PER +( O +Italy B-LOC +) O +Ennea B-MISC + +Ferrari B-MISC +F40 I-MISC +170 O +laps O + +3. O +Andy B-PER +Ballace I-PER +( O +Britain B-LOC +) O +/ O +Olivier B-PER +Grouillard I-PER +( O +France B-LOC +) O +Harrods B-MISC + +McLaren B-MISC +FI I-MISC +GTR I-MISC +169 O + +4. O +Thomas B-PER +Bscher I-PER +( O +Germany B-LOC +) O +/ O +Peter B-PER +Kox I-PER +( O +Netherlands B-LOC +) O +West B-MISC +McLaren I-MISC + +F1 B-MISC +GTR I-MISC +168 O + +5. O +Fabien B-PER +Giroix I-PER +( O +France B-LOC +) O +/ O +Jean-Denis B-PER +Deletraz I-PER +( O +Switzerland B-LOC +) O + +Muller B-MISC +McLaren I-MISC +F1 I-MISC +GTR I-MISC +167 O + +6. O +Lindsay B-PER +Owen-Jones I-PER +( O +Britain B-LOC +) O +/ O +Pierre-Henri B-PER +Raphanel I-PER + +( O +France B-LOC +) O +/ O +David B-PER +Brabham I-PER +( O +Australia B-LOC +) O +Gulf B-MISC +McLaren I-MISC +F I-MISC +! I-MISC + +GTR B-MISC + +167 O + +7. O +Jean-Marc B-PER +Gounon I-PER +( O +France B-LOC +) O +/ O +Eric B-PER +Bernard I-PER +( O +France B-LOC +) O +/ O +Paul B-PER + +Belmondo B-PER +( O +France B-LOC +) O +Ennea B-MISC +Ferrari I-MISC +F40 I-MISC +167 O + +8. O +Bruno B-PER +Eichmann I-PER +( O +Germany B-LOC +) O +/ O +Gerd B-PER +Ruch I-PER +( O +Germany B-LOC +) O +/ O +Ralf B-PER +Kelleners I-PER + +( O +Germany B-LOC +) O +GT2 B-MISC +Roock I-MISC +Porsche I-MISC +911 I-MISC +164 O + +9. O +Stephane B-PER +Ortelli I-PER +( O +France B-LOC +) O +/ O +Bob B-PER +Wollek I-PER +( O +France B-LOC +) O +/ O +Franz B-PER +Konrad I-PER + +( O +Austria B-LOC +) O +GT2 B-MISC +Konrad I-MISC +Porsche I-MISC +911 I-MISC +164 O + +10. O +Cor B-PER +Euser I-PER +( O +Netherlands B-LOC +) O +/ O +H. B-PER +Wada I-PER +( O +Japan B-LOC +) O +/ O +N. 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O +Ashia B-PER +Hansen I-PER +( O +Britain B-LOC +) O +14.78 O + +3. O +Rodica B-PER +Matescu I-PER +( O +Romania B-LOC +) O +14.18 O + +Women O +'s O +400 O +metres O +hurdles O + +1. O +Deon B-PER +Hemmings I-PER +( O +Jamaica B-LOC +) O +55.13 O +seconds O + +2. O +Anne B-PER +Marken I-PER +( O +Belgium B-LOC +) O +55.90 O + +3. O +Susan B-PER +Smith I-PER +( O +Ireland B-LOC +) O +56.00 O + +Women O +'s O +javelin O + +1. O +Isel B-PER +Lopez I-PER +( O +Cuba B-LOC +) O +61.36 O + +2. O +Louise B-PER +McPaul I-PER +( O +Australia B-LOC +) O +60.66 O + +3. O +Silke B-PER +Renk I-PER +( O +Germany B-LOC +) O +60.66 O + +Women O +'s O +200 O +metres O + +1. O +Cathy B-PER +Freeman I-PER +( O +Australia B-LOC +) O +22.53 O + +2. O +Falilat B-PER +Ogunkoya I-PER +( O +Nigeria B-LOC +) O +22.58 O + +3. O +Juliet B-PER +Cuthbert I-PER +( O +Jamaica B-LOC +) O +22.77 O + +100 O +metres O +hurdles O + +1. O +Dionne B-PER +Rose I-PER +( O +Jamaica B-LOC +) O +12.83 O + +2. 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O +Kim B-PER +Graham I-PER +( O +U.S. B-LOC +) O +52.17 O + +3. O +Phylis B-PER +Smith I-PER +( O +Britain B-LOC +) O +52.53 O + +Men O +'s O +200 O +metres O + +1. O +Jeff B-PER +Williams I-PER +( O +U.S. B-LOC +) O +20.45 O + +2. O +Doug B-PER +Turner I-PER +( O +Britain B-LOC +) O +20.48 O + +3. O +John B-PER +Regis I-PER +( O +Britain B-LOC +) O +20.63 O + +Men O +'s O +high O +jump O + +1. O +Charles B-PER +Austin I-PER +( O +U.S. B-LOC +) O +2.30 O + +2. O +Tim B-PER +Forsyth I-PER +( O +Australia B-LOC +) O +2.30 O + +3. O +Patrik B-PER +Sjoberg I-PER +( O +Sweden B-LOC +) O +2.25 O + +Men O +'s O +800 O +metres O + +1. O +Verbjorn B-PER +Rodal I-PER +( O +Norway B-LOC +) O +1:44.93 O + +2. O +Benson B-PER +Koech I-PER +( O +Kenya B-LOC +) O +1:45.96 O + +3. O +Vincent B-PER +Malakwen I-PER +( O +Kenya B-LOC +) O +1:46.18 O + +Men O +'s O +mile O + +1. O +William B-PER +Tanui I-PER +( O +Kenya B-LOC +) O +3:54.57 O + +2. O +John B-PER +Mayock I-PER +( O +Britain B-LOC +) O +3:54.60 O + +3. O +Tony B-PER +Whiteman I-PER +( O +Britain B-LOC +) O +3:54.87 O + +Men O +'s O +400 O +metres O + +1. O +Roger B-PER +Black I-PER +( O +Britain B-LOC +) O +45.05 O + +2. O +Mark B-PER +Richardson I-PER +( O +Britain B-LOC +) O +45.38 O + +3. O +Derek B-PER +Mills I-PER +( O +U.S. B-LOC +) O +45.48 O + +Men O +'s O +100 O +metres O + +1. O +Osmond B-PER +Ezinwa I-PER +( O +Nigeria B-LOC +) O +10.06 O + +2. O +Ian B-PER +Mackie I-PER +( O +Britain B-LOC +) O +10.17 O + +3. O +Linford B-PER +Christie I-PER +( O +Britain B-LOC +) O +10.19 O + +-DOCSTART- O + +MOTOR O +RACING O +- O +BELGIAN B-MISC +GRAND I-MISC +PRIX I-MISC +RESULT O +. O + +SPA-FRANCORCHAMPS B-LOC +, O +Belgium B-LOC +1996-08-25 O + +Result O +of O + +Sunday O +'s O +Belgian B-MISC +Grand I-MISC +Prix I-MISC +motor O +race O +: O + +1. O +Michael B-PER +Schumacher I-PER +( O +Germany B-LOC +) O +Ferrari B-ORG +1 O +hour O +28 O +minutes O + +15.125 O +seconds O +( O +average O +speed O +208.442 O +kph O +) O + +2. O +Jacques B-PER +Villeneuve I-PER +( O +Canada B-LOC +) O +Williams B-ORG +5.602 O +seconds O + +behind O + +3. O +Mika B-PER +Hakkinen I-PER +( O +Finland B-LOC +) O +McLaren B-ORG +15.710 O + +4. O +Jean B-PER +Alesi I-PER +( O +France B-LOC +) O +Benetton B-ORG +19.125 O + +5. O +Damon B-PER +Hill I-PER +( O +Britain B-LOC +) O +Williams B-PER +29.179 O + +6. O +Gerhard B-PER +Berger I-PER +( O +Austria B-LOC +) O +Benetton B-ORG +29.896 O + +7. O +Mika B-PER +Salo I-PER +( O +Finland B-LOC +) O +Tyrrell B-ORG +1:00.754 O + +8. O +Ukyo B-PER +Katayama I-PER +( O +Japan B-LOC +) O +Tyrrell B-ORG +1:40.227 O + +9. O +Ricardo B-PER +Rosset I-PER +( O +Brazil B-LOC +) O +Arrows B-ORG +one O +lap O + +10. 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O +Davis B-PER +Kamoga I-PER +( O +Uganda B-LOC +) O +45.15 O +seconds O + +2. O +Marco B-PER +Vaccari I-PER +( O +Italy B-LOC +) O +46.16 O + +3. O +Kennedy B-PER +Ochieng I-PER +( O +Kenya B-LOC +) O +46.21 O + +Women O +'s O +pole O +vault O +: O + +1. O +Mariacarla B-PER +Bresciani I-PER +( O +Italy B-LOC +) O +3.85 O +metres O + +2. O +Andrea B-PER +Muller I-PER +( O +Germany B-LOC +) O +3.75 O + +3. O +Nastja B-PER +Rysich I-PER +( O +germany B-LOC +) O +3.75 O + +Women O +'s O +800 O +metres O +: O + +1. O +Ana B-PER +Fidelia I-PER +Quirot I-PER +( O +Cuba B-LOC +) O +1 O +minute O +58.98 O +seconds O + +2. O +Letitia B-PER +Vriesde I-PER +( O +Surinam B-LOC +) O +2:00.39 O + +3. O +Inez B-PER +Turner I-PER +( O +Jamaica B-LOC +) O +2:00.91 O + +Men O +'s O +high O +jump O +: O + +1. O +Wolfgang B-PER +Kreissig I-PER +( O +Germany B-LOC +) O +2.20 O +metres O + +2. O +Kostantin B-PER +Matusevitch I-PER +( O +Israel B-LOC +) O +2.20 O + +3. O +Michele B-PER +Buiatti I-PER +( O +Italy B-LOC +) O +2.15 O + +Men O +'s O +800 O +metres O +: O + +1. O +Robert B-PER +Kibet I-PER +( O +Kenya B-LOC +) O +1:45.24 O + +2. O +Vincent B-PER +Malakwen I-PER +( O +Kenya B-LOC +) O +1:45.62 O + +3. O +Philip B-PER +Kibitok I-PER +( O +Kenya B-LOC +) O +1:46.09 O + +Women O +'s O +javelin O +: O + +1. O +Oksana B-PER +Ovchinnikova I-PER +( O +Russia B-LOC +) O +58.94 O +metres O + +2. O +Natalya B-PER +Shikolenko I-PER +( O +Belarus B-LOC +) O +57.44 O + +3. O +Silke B-PER +Renk I-PER +( O +Germany B-LOC +) O +56.70 O + +Women O +'s O +400 O +metres O +hurdles O +: O + +1. O +Virna B-PER +De I-PER +Angeli I-PER +( O +Italy B-LOC +) O +55.66 O + +2. O +Natalya B-PER +Torshina I-PER +( O +Kazakhstan B-LOC +) O +55.99 O + +3. O +Anna B-PER +Knoroz I-PER +( O +Russia B-LOC +) O +57.02 O + +Men O +'s O +400 O +metres O +hurdles O +: O + +1. O +Lauren B-PER +Ottoz I-PER +( O +Italy B-LOC +) O +49.16 O + +2. O +Brian B-PER +Bronson I-PER +( O +U.S. B-LOC +) O +49.67 O + +3. O +John B-PER +Ridgeon I-PER +( O +Britain B-LOC +) O +49.83 O + +Men O +'s O +3,000 O +metres O +: O + +1. O +Luke B-PER +Kipkosgei I-PER +( O +Kenya B-LOC +) O +7:46.91 O + +2. O +Alessandro B-PER +Lambruschini I-PER +( O +Italy B-LOC +) O +7:47.78 O + +3. O +Richard B-PER +Kosgei I-PER +( O +Kenya B-LOC +) O +7:48.38 O + +-DOCSTART- O + +GOLF B-LOC +- O +BRITISH B-MISC +MASTERS I-MISC +FIRST O +ROUND O +SCORES O +. 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O +Jans B-PER +Koerts I-PER +( O +Netherlands B-LOC +) O +Palmans B-ORG + +7. O +Michel B-PER +Zanoli I-PER +( O +Netherlands B-LOC +) O +MX B-ORG +Onda I-ORG + +8. O +Giuseppe B-PER +Citterio I-PER +( O +Italy B-LOC +) O +Aki B-PER + +9. O +Robbie B-PER +McEwen I-PER +( O +Australia B-LOC +) O +Rabobank B-ORG + +10. O +Kaspars B-PER +Ozers I-PER +( O +Latvia B-LOC +) O +Motorola B-ORG +all O +same O +time O +. O + +Leading O +overall O +standings O +after O +second O +stage O +. O + +1. O +Colonna B-PER +8:22:00 O + +2. O +Van B-PER +Heeswijk I-PER +1 O +second O +behind O + +3. O +McEwen B-PER +same O +time O + +4. O +Teutenberg B-PER +4 O +seconds O + +5. O +Capiot B-PER +5 O + +6. O +Koerts B-PER +7 O + +7. O +Ozers B-PER +8 O + +8. O +Gianluca B-PER +Corini I-PER +( O +Italy B-LOC +) O +Aki B-PER +same O +time O + +9. O +Lance B-PER +Armstrong I-PER +( O +U.S. B-LOC +) O +Motorola B-ORG +9 O + +10. O +George B-PER +Hincapie I-PER +( O +U.S. B-LOC +) O +Motorola B-ORG +same O +time O +. O + +-DOCSTART- O + +CYCLING O +- O +WORLD O +CHAMPIONSHIPS O +RESULTS O +. 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O +Erik B-PER +Breukink I-PER +( O +Netherlands B-LOC +) O +Rabobank B-ORG +48 O + +7. O +Wilfried B-PER +Peeters I-PER +( O +Belgium B-LOC +) O +Mapei B-ORG +51 O + +8. O +Bart B-PER +Voskamp I-PER +( O +Netherlands B-LOC +) O +TVM B-ORG +53 O + +9. O +Michael B-PER +Andersson I-PER +( O +Sweden B-LOC +) O +Telekom B-ORG +54 O + +10. O +Gregory B-PER +Randolph I-PER +( O +USA B-LOC +) O +Motorola B-ORG +1 O +minute O +3 O +seconds O + +Leading O +overall O +placings O +after O +three O +stages O +: O + +1. O +Sorensen B-PER +11.20:33 O + +2. O +Armstrong B-PER +3 O +seconds O +behind O + +3. O +Ekimov B-PER +1 O +minute O +7 O +seconds O + +4. O +Marco B-PER +Lietti I-PER +( O +Italy B-LOC +) O +MG-Technogym B-ORG +1 O +minute O +14 O +seconds O + +5. O +Dekker B-PER +1 O +minute O +21 O +seconds O + +6. O +Breukink B-PER +1 O +minute O +26 O +seconds O + +7. O +Maarten B-PER +den I-PER +Bakker I-PER +( O +Netherlands B-LOC +) O +TVM B-ORG +1 O +minute O +31 O +seconds O + +8. O +Voskamp B-PER +same O +time O + +9. O +Andersson B-PER +1 O +minute O +32 O +seconds O + +10. O +Olaf B-PER +Ludwig I-PER +( O +Germany B-LOC +) O +Telekom B-ORG +1 O +minute O +44 O +seconds O + +The O +race O +continues O +on O +Friday O +with O +the O +178 O +kilometre O +fifth-stage O +from O +Zevenaar B-LOC +to O +Venray B-LOC +. O + +-DOCSTART- O + +CRICKET O +- O +ENGLAND B-LOC +BEAT O +PAKISTAN B-LOC +IN O +FIRST O +ONE-DAYER O +. O + +MANCHESTER B-LOC +, O +England B-LOC +1996-08-29 O + +England B-LOC +beat O +Pakistan B-LOC +by O +five O +wickets O +to O +win O +the O +first O +one-day O +( O +50 O +overs-a-side O +) O +international O +at O +Old B-LOC +Trafford I-LOC +on O +Thursday O +. O + +Scores O +: O +Pakistan B-LOC +225-5 O +innings O +closed O +( O +Saeed B-PER +Anwar I-PER +57 O +) O +, O +England B-LOC +226-5 O +in O +46.4 O +overs O +( O +M. B-PER +Atherton I-PER +65 O +) O +. O + +-DOCSTART- O + +CYCLING O +- O +WORLD O +CHAMPIONSHIP O +RESULTS O +. 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O +Australia B-LOC +( O +Darryn B-PER +Hill I-PER +, O +Shane B-PER +Kelly I-PER +, O +Gary B-PER +Neiwand I-PER +) O +44.804 O + +seconds O + +2. O +Germany B-LOC +( O +Jens B-PER +Fiedler I-PER +, O +Michael B-PER +Hubner I-PER +, O +Soren B-PER +Lausberg I-PER +) O + +45.455 O + +3. O +France B-LOC +( O +Laurent B-PER +Gane I-PER +, O +Florian B-PER +Rousseau I-PER +, O +Herve B-PER +Thuet I-PER +) O + +45.810 O + +4. 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O + +HELSINKI B-LOC +1996-08-29 O + +Finnish B-MISC +police O +said O +on O +Thursday O +they O +had O +arrested O +two O +men O +suspected O +of O +sexually O +abusing O +a O +captive O +13-year-old O +girl O +, O +but O +did O +not O +believe O +the O +case O +was O +linked O +to O +others O +in O +Europe B-LOC +. O + +The O +men O +, O +both O +Finns B-MISC +aged O +about O +40 O +, O +were O +arrested O +last O +Saturday O +in O +the O +western O +town O +of O +Tampere B-LOC +in O +a O +raid O +on O +a O +luxury O +boat O +owned O +by O +one O +of O +them O +. O + +The O +girl O +was O +being O +held O +on O +the O +boat O +and O +had O +sought O +help O +from O +a O +passer-by O +, O +police O +chief O +inspector O +Ilkka B-PER +Laasonen I-PER +said O +. O + +" O +This O +is O +an O +individual O +case O +and O +I O +do O +n't O +have O +any O +evidence O +linking O +the O +suspects O +to O +any O +other O +cases O +, O +" O +Laasonen B-PER +said O +. 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O +Alexandre B-PER +Barros I-PER +( O +Brazil B-LOC +) O +Honda B-ORG +1:51.784 O + +10. O +Shinichi B-PER +Itoh I-PER +( O +Japan B-LOC +) O +Honda B-ORG +1:51.857 O + +-DOCSTART- O + +GOLF O +- O +BRITISH B-MISC +MASTERS I-MISC +THIRD O +ROUND O +SCORES O +. O + +NORTHAMPTON B-LOC +, O +England B-LOC +1996-08-30 O + +Leading O +scores O +after O + +the O +third O +round O +of O +the O +British B-MISC +Masters I-MISC +on O +Friday O +: O + +211 O +Robert B-PER +Allenby I-PER +( O +Australia B-LOC +) O +69 O +71 O +71 O + +212 O +Pedro B-PER +Linhart I-PER +( O +Spain B-LOC +) O +72 O +73 O +67 O + +216 O +Miguel B-PER +Angel I-PER +Martin I-PER +( O +Spain B-LOC +) O +75 O +70 O +71 O +, O +Costantino B-PER +Rocca I-PER + +( O +Italy B-LOC +) O +71 O +73 O +72 O + +217 O +Antoine B-PER +Lebouc I-PER +( O +France B-LOC +) O +74 O +73 O +70 O +, O +Ian B-PER +Woosnam I-PER +70 O +76 O +71 O +, O + +Francisco B-PER +Cea I-PER +( O +Spain B-LOC +) O +70 O +71 O +76 O +, O +Gavin B-PER +Levenson I-PER +( O +South B-LOC + +Africa B-LOC +) O +66 O +75 O +76 O + +218 O +Stephen B-PER +McAllister I-PER +73 O +76 O +69 O +, O +Joakim B-PER +Haeggman I-PER +( O +Swe B-LOC +) O +71 O +77 O + +70 O +, O +Jose B-PER +Coceres I-PER +( O +Argentina B-LOC +) O +69 O +78 O +71 O +, O +Paul B-PER +Eales I-PER +75 O +71 O +72 O +, O + +Klas B-PER +Eriksson I-PER +( O +Sweden B-LOC +) O +71 O +75 O +72 O +, O +Mike B-PER +Clayton I-PER +( O +Australia B-LOC +) O + +69 O +76 O +73 O +, O +Mark B-PER +Roe I-PER +69 O +71 O +78 O + +219 O +Eamonn B-PER +Darcy I-PER +( O +Ireland B-LOC +) O +74 O +76 O +69 O +, O +Bob B-PER +May I-PER +( O +U.S. B-LOC +) O +74 O +75 O +70 O +, O + +Paul B-PER +Lawrie I-PER +72 O +75 O +72 O +, O +Miguel B-PER +Angel I-PER +Jimenez I-PER +( O +Spain B-LOC +) O +74 O +72 O + +73 O +, O +Peter B-PER +Mitchell I-PER +74 O +71 O +75 O +, O +Philip B-PER +Walton I-PER +( O +Ireland B-LOC +) O +71 O +74 O + +74 O +, O +Peter B-PER +O'Malley I-PER +( O +Australia B-LOC +) O +71 O +73 O +75 O + +220 O +Barry B-PER +Lane I-PER +73 O +77 O +70 O +, O +Wayne B-PER +Riley I-PER +( O +Australia B-LOC +) O +71 O +78 O +71 O +, O + +Martin B-PER +Gates I-PER +71 O +77 O +72 O +, O +Bradley B-PER +Hughes I-PER +( O +Australia B-LOC +) O +73 O +75 O +72 O +, O + +Peter B-PER +Hedblom I-PER +( O +Sweden B-LOC +) O +70 O +75 O +75 O +, O +Retief B-PER +Goosen I-PER +( O +South B-LOC + +Africa B-LOC +) O +71 O +74 O +75 O +, O +David B-PER +Gilford I-PER +69 O +74 O +77 O +. O + +-DOCSTART- O + +SOCCER O +- O +ENGLISH B-MISC +SOCCER O +RESULTS O +. O + +LONDON B-LOC +1996-08-30 O + +Results O +of O +English B-MISC +league O +matches O + +on O +Friday O +: O + +Division O +two O + +Plymouth B-ORG +2 O +Preston B-ORG +1 O + +Division O +three O + +Swansea B-ORG +1 O +Lincoln B-ORG +2 O + diff --git a/example/ner/few-shot/data/mit-movie/10-shot-train.txt b/example/ner/few-shot/data/mit-movie/10-shot-train.txt new file mode 100644 index 0000000..206bcb0 --- /dev/null +++ b/example/ner/few-shot/data/mit-movie/10-shot-train.txt @@ -0,0 +1,558 @@ +-DOCSTART- O + +please O +find O +a O +movie O +starring O +al B-ACTOR +pacino I-ACTOR +as O +a O +blind B-CHARACTER +veteran I-CHARACTER + +who O +is O +in O +justin B-TITLE +time I-TITLE + +what O +was O +the O +title O +of O +the O +movie O +of O +julia B-ACTOR +roberts I-ACTOR +academy B-REVIEW +award I-REVIEW +winning I-REVIEW +perfrmance I-REVIEW + +who O +created O +the O +soundtrak B-SONG +for O +star B-TRAILER +wars I-TRAILER + +who O +was O +the O +voice O +of O +ariel B-CHARACTER 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B-Restaurant_Name +fa I-Restaurant_Name +lay I-Restaurant_Name +it O +is O + +you O +can O +help O +me O +with O +some O +onion B-Dish +rings I-Dish + diff --git a/example/ner/few-shot/requirements.txt b/example/ner/few-shot/requirements.txt new file mode 100644 index 0000000..d83ef2d --- /dev/null +++ b/example/ner/few-shot/requirements.txt @@ -0,0 +1,3 @@ +transformers==3.4.0 +pytorch==1.7.0 +tensorboardX==2.4 \ No newline at end of file diff --git a/example/ner/few-shot/run.py b/example/ner/few-shot/run.py new file mode 100644 index 0000000..00f7e59 --- /dev/null +++ b/example/ner/few-shot/run.py @@ -0,0 +1,145 @@ +import os +os.environ["CUDA_DEVICE_ORDER"]="PCI_BUS_ID" +os.environ["CUDA_VISIBLE_DEVICES"]='0' +import argparse +import logging +import sys +sys.path.append(os.path.abspath(os.path.join(os.path.dirname(__file__), "../"))) + +from torch.utils.data import DataLoader +from deepke.name_entity_re.few_shot.models.model import PromptBartModel, PromptGeneratorModel +from deepke.name_entity_re.few_shot.modules.datasets import ConllNERProcessor, ConllNERDataset +from deepke.name_entity_re.few_shot.modules.train import Trainer +from deepke.name_entity_re.few_shot.modules.metrics import Seq2SeqSpanMetric +from deepke.name_entity_re.few_shot.utils.utils import get_loss, set_seed +from deepke.name_entity_re.few_shot.modules.mapping_type import mit_movie_mapping, mit_restaurant_mapping, atis_mapping + +import warnings +warnings.filterwarnings("ignore", category=UserWarning) +from tensorboardX import SummaryWriter +writer = SummaryWriter(log_dir='logs') + +logging.basicConfig(format = '%(asctime)s - %(levelname)s - %(name)s - %(message)s', + datefmt = '%m/%d/%Y %H:%M:%S', + level = logging.INFO) +logger = logging.getLogger(__name__) + + +DATASET_CLASS = { + 'conll2003': ConllNERDataset, + 'mit-movie': ConllNERDataset, + 'mit-restaurant': ConllNERDataset, + 'atis': ConllNERDataset +} + +DATA_PROCESS = { + 'conll2003': ConllNERProcessor, + 'mit-movie': ConllNERProcessor, + 'mit-restaurant': ConllNERProcessor, + 'atis': ConllNERProcessor +} + +DATA_PATH = { + 'conll2003': {'train': 'data/conll2003/train.txt', + 'dev': 'data/conll2003/dev.txt', + 'test': 'data/conll2003/test.txt'}, + 'mit-movie': {'train': 'data/mit-movie/20-shot-train.txt', + 'dev': 'data/mit-movie/test.txt'}, + 'mit-restaurant': {'train': 'data/mit-restaurant/10-shot-train.txt', + 'dev': 'data/mit-restaurant/test.txt'}, + 'atis': {'train': 'data/atis/20-shot-train.txt', + 'dev': 'data/atis/test.txt'} +} + +MAPPING = { + 'conll2003': {'loc': '<>', + 'per': '<>', + 'org': '<>', + 'misc': '<>'}, + 'mit-movie': mit_movie_mapping, + 'mit-restaurant': mit_restaurant_mapping, + 'atis': atis_mapping +} + + +def main(): + parser = argparse.ArgumentParser() + + parser.add_argument('--dataset_name', default='conll2003', type=str, help="The name of dataset, choose from [conll2003, mit-movie, mit-restaurant, atis].") + parser.add_argument('--bart_name', default='bart-large', type=str, help="Pretrained language model name, bart-base or bart-large") + parser.add_argument('--num_epochs', default=30, type=int, help="Training epochs") + parser.add_argument('--device', default='cuda', type=str, help="cuda or cpu") + parser.add_argument('--batch_size', default=16, type=int, help="batch size") + parser.add_argument('--learning_rate', default=2e-5, type=float, help="learning rate") + parser.add_argument('--warmup_ratio', default=0.01, type=float) + parser.add_argument('--eval_begin_epoch', default=16, type=int) + parser.add_argument('--num_beams', default=1, type=int, help="beam search size") + parser.add_argument('--seed', default=1, type=int, help="random seed, default is 1") + parser.add_argument('--length_penalty', default=1, type=int) + parser.add_argument('--tgt_max_len', default=10, type=int) + parser.add_argument('--src_seq_ratio', default=0.6, type=float) + parser.add_argument('--prompt_len', default=10, type=int) + parser.add_argument('--prompt_dim', default=800, type=int) + parser.add_argument('--load_path', default=None, type=str, help="Load model from load_path") + parser.add_argument('--save_path', default=None, type=str, help="save model at save_path") + parser.add_argument('--write_path', default=None, type=str, help="do_test=True, predictions will be write in write_path") + parser.add_argument('--notes', default="", type=str, help="input some remarks for making save path dir.") + parser.add_argument('--use_prompt', action='store_true') + parser.add_argument('--learn_weights', action='store_true', help="If true, don't use extra tokens, the embeddings corresponding to the entity labels are combined with learnable weights.") + parser.add_argument('--freeze_plm', action='store_true') + parser.add_argument('--do_train', action='store_true') + parser.add_argument('--do_test', action='store_true') + + args = parser.parse_args() + + data_path = DATA_PATH[args.dataset_name] + dataset_class, data_process = DATASET_CLASS[args.dataset_name], DATA_PROCESS[args.dataset_name] + mapping = MAPPING[args.dataset_name] + + set_seed(args.seed) # set seed, default is 1 + if args.save_path is not None: # make save_path dir + args.save_path = os.path.join(args.save_path, args.dataset_name+"_"+str(args.batch_size)+"_"+str(args.learning_rate)+args.notes) + if not os.path.exists(args.save_path): + os.makedirs(args.save_path, exist_ok=True) + print(args) + if args.do_train: + process = data_process(data_path=data_path, mapping=mapping, bart_name=args.bart_name, learn_weights=args.learn_weights) + train_dataset = dataset_class(data_processor=process, mode='train') + train_dataloader = DataLoader(train_dataset, collate_fn=train_dataset.collate_fn, batch_size=args.batch_size, num_workers=4) + + dev_dataset = dataset_class(data_processor=process, mode='dev') + dev_dataloader = DataLoader(dev_dataset, collate_fn=dev_dataset.collate_fn, batch_size=args.batch_size, num_workers=4) + + label_ids = list(process.mapping2id.values()) + + prompt_model = PromptBartModel(tokenizer=process.tokenizer, label_ids=label_ids, args=args) + model = PromptGeneratorModel(prompt_model=prompt_model, bos_token_id=0, + eos_token_id=1, + max_length=args.tgt_max_len, max_len_a=args.src_seq_ratio,num_beams=args.num_beams, do_sample=False, + repetition_penalty=1, length_penalty=args.length_penalty, pad_token_id=1, + restricter=None) + metrics = Seq2SeqSpanMetric(eos_token_id=1, num_labels=len(label_ids), target_type='word') + loss = get_loss + + trainer = Trainer(train_data=train_dataloader, dev_data=dev_dataloader, test_data=None, model=model, args=args, logger=logger, loss=loss, metrics=metrics, writer=writer) + trainer.train() + + writer.close() + elif args.do_test: + process = data_process(data_path=data_path, mapping=mapping, bart_name=args.bart_name, learn_weights=args.learn_weights) + test_dataset = dataset_class(data_processor=process, mode='test') + test_dataloader = DataLoader(test_dataset, collate_fn=test_dataset.collate_fn, batch_size=args.batch_size, num_workers=4) + + label_ids = list(process.mapping2id.values()) + prompt_model = PromptBartModel(tokenizer=process.tokenizer, label_ids=label_ids, args=args) + model = PromptGeneratorModel(prompt_model=prompt_model, bos_token_id=0, + eos_token_id=1, + max_length=args.tgt_max_len, max_len_a=args.src_seq_ratio,num_beams=args.num_beams, do_sample=False, + repetition_penalty=1, length_penalty=args.length_penalty, pad_token_id=1, + restricter=None) + trainer = Trainer(train_data=None, dev_data=None, test_data=test_dataloader, model=model, process=process, args=args, logger=logger, loss=None, metrics=None, writer=writer) + trainer.predict() + + +if __name__ == "__main__": + main() \ No newline at end of file diff --git a/example/ner/few-shot/run_conll2003.sh b/example/ner/few-shot/run_conll2003.sh new file mode 100644 index 0000000..46aa6ca --- /dev/null +++ b/example/ner/few-shot/run_conll2003.sh @@ -0,0 +1,21 @@ +#!/usr/bin/env bash + +DATASET_NAME="conll2003" +BART_NAME="/data/lilei/project/BARTNER-AMAX/facebook/" + +python -u run.py \ + --dataset_name=${DATASET_NAME} \ + --bart_name=${BART_NAME} \ + --num_epochs=30 \ + --batch_size=16 \ + --learning_rate=2e-5 \ + --warmup_ratio=0.01 \ + --eval_begin_epoch=16 \ + --seed=1 \ + --src_seq_ratio=0.6 \ + --prompt_len=10 \ + --prompt_dim=800 \ + --freeze_plm \ + --use_prompt \ + --learn_weight \ + --do_train \ No newline at end of file diff --git a/example/ner/few-shot/run_fewshot.sh b/example/ner/few-shot/run_fewshot.sh new file mode 100644 index 0000000..bdfdb7b --- /dev/null +++ b/example/ner/few-shot/run_fewshot.sh @@ -0,0 +1,46 @@ +#!/usr/bin/env bash + +DATASET_NAME=$1 # mit-movie, mit-restaurant, atis +LOAD_PROMPT=$2 +BART_NAME="/data/lilei/project/BARTNER-AMAX/facebook/" + +if [ $LOAD_PROMPT = "True" ];then + python -u run.py \ + --dataset_name=${DATASET_NAME} \ + --bart_name=${BART_NAME} \ + --num_epochs=30 \ + --batch_size=16 \ + --learning_rate=1e-4 \ + --warmup_ratio=0.01 \ + --eval_begin_epoch=16 \ + --seed=1 \ + --src_seq_ratio=0.8 \ + --prompt_len=10 \ + --prompt_dim=800 \ + --load_path="save_models/conll2003_16_2e-05/best_model.pth" \ + --freeze_plm \ + --use_prompt \ + --learn_weights \ + --do_train +elif [ $LOAD_PROMPT = "False" ];then + python -u run.py \ + --dataset_name=${DATASET_NAME} \ + --bart_name=${BART_NAME} \ + --num_epochs=30 \ + --batch_size=16 \ + --learning_rate=1e-4 \ + --warmup_ratio=0.01 \ + --eval_begin_epoch=16 \ + --seed=1 \ + --src_seq_ratio=0.8 \ + --prompt_len=10 \ + --prompt_dim=800 \ + --freeze_plm \ + --use_prompt \ + --learn_weights \ + --do_train +fi + + +# mit-movie: bsz-16, lr-1e-4 +# atis: bsz-4, lr-1e-4 \ No newline at end of file diff --git a/example/ner/few-shot/run_predict.sh b/example/ner/few-shot/run_predict.sh new file mode 100644 index 0000000..686af69 --- /dev/null +++ b/example/ner/few-shot/run_predict.sh @@ -0,0 +1,18 @@ +#!/usr/bin/env bash + +DATASET_NAME="conll2003" +BART_NAME="/data/lilei/project/BARTNER-AMAX/facebook/" + +python -u run.py \ + --dataset_name=${DATASET_NAME} \ + --bart_name=${BART_NAME} \ + --seed=1 \ + --src_seq_ratio=0.6 \ + --prompt_len=10 \ + --prompt_dim=800 \ + --freeze_plm \ + --use_prompt \ + --learn_weight \ + --load_path="save_models/conll2003_16_2e-05/best_model.pth" \ + --write_path="data/conll2003/predict.txt" \ + --do_test \ No newline at end of file