Word Sense Disambiguation on SemEval 2007 Task 7

10개 결과 · ⬇ CSV · JSON

Rank	Model	F1	Unsupervised	Paper	Code	Year
1	SemCor+WNGC, hypernyms	90.4	–	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	86.02	–	Improving the Coverage and the Generalization Ability of Neural Word Sense Disambiguation through Hypernymy and Hyponymy Relationships		2018
3	kNN-BERT + POS (training corpus: WNGT)	85.32	–	Does BERT Make Any Sense? Interpretable Word Sense Disambiguation with Contextualized Embeddings	uhh-lt/bert-sense	2019
4	LSTMLP (T:SemCor, U:OMSTI)	84.3	–	Semi-supervised Word Sense Disambiguation with Neural Models		2016
5	LSTMLP (T:SemCor, U:1K)	83.6	–	Semi-supervised Word Sense Disambiguation with Neural Models		2016
6	LSTMLP (T:OMSTI, U:1K)	83.3	–	Semi-supervised Word Sense Disambiguation with Neural Models		2016
7	LSTM (T:SemCor)	82.8	–	Semi-supervised Word Sense Disambiguation with Neural Models		2016
8	ShotgunWSD 2.0	81.22	yes	ShotgunWSD: An unsupervised algorithm for global word sense disambiguation inspired by DNA sequencing		2017
9	kNN-BERT	81.20	–	Does BERT Make Any Sense? Interpretable Word Sense Disambiguation with Contextualized Embeddings	uhh-lt/bert-sense	2019
10	LSTM (T:OMSTI)	81.1	–	Semi-supervised Word Sense Disambiguation with Neural Models		2016