paper-with-me

Word Sense Disambiguation 벤치마크

Word Sense Disambiguation on SensEval 2

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F1

72 73.92 75.85 77.78 79.7 2016-03 2026-09 LSTMLP (T:OMSTI, U:1K) — 74.4 (2016-03-22) LSTMLP (T:SemCor, U:OMSTI) — 73.9 (2016-03-22) LSTMLP (T:SemCor, U:1K) — 73.8 (2016-03-22) LSTM (T:SemCor) — 73.6 (2016-03-22) LSTM (T:OMSTI) — 72.4 (2016-03-22) GASext (Linear) — 72.4 (2018-05-21) GASext (Concatenation) — 72.2 (2018-05-21) GAS (Concatenation) — 72.1 (2018-05-21) GAS (Linear) — 72.0 (2018-05-21) SemCor+WNGT, vocabulary reduced, ensemble — 75.15 (2018-11-02) SemCor+WNGC, hypernyms — 79.7 (2019-05-14) LSTMLP (T:OMSTI, U:1K) — 74.4 (2016-03-22) SemCor+WNGT, vocabulary reduced, ensemble — 75.15 (2018-11-02) SemCor+WNGC, hypernyms — 79.7 (2019-05-14)
RankModel F1 PaperCodeYear
1 SemCor+WNGC, hypernyms 79.7 Sense Vocabulary Compression through the Semantic Knowledge of WordNet for Neural Word Sense Disambiguation getalp/disambiguate · Gozzo18/WSD-Final-Homework---NLP 2019
2 SemCor+WNGT, vocabulary reduced, ensemble 75.15 Improving the Coverage and the Generalization Ability of Neural Word Sense Disambiguation through Hypernymy and Hyponymy Relationships 2018
3 LSTMLP (T:OMSTI, U:1K) 74.4 Semi-supervised Word Sense Disambiguation with Neural Models 2016
4 LSTMLP (T:SemCor, U:OMSTI) 73.9 Semi-supervised Word Sense Disambiguation with Neural Models 2016
5 LSTMLP (T:SemCor, U:1K) 73.8 Semi-supervised Word Sense Disambiguation with Neural Models 2016
6 LSTM (T:SemCor) 73.6 Semi-supervised Word Sense Disambiguation with Neural Models 2016
7 GASext (Linear) 72.4 Incorporating Glosses into Neural Word Sense Disambiguation jimiyulu/WSD_MemNN 2018
7 LSTM (T:OMSTI) 72.4 Semi-supervised Word Sense Disambiguation with Neural Models 2016
9 GASext (Concatenation) 72.2 Incorporating Glosses into Neural Word Sense Disambiguation jimiyulu/WSD_MemNN 2018
10 GAS (Concatenation) 72.1 Incorporating Glosses into Neural Word Sense Disambiguation jimiyulu/WSD_MemNN 2018
11 GAS (Linear) 72.0 Incorporating Glosses into Neural Word Sense Disambiguation jimiyulu/WSD_MemNN 2018
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