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Add new results for word sense disambiguation (sebastianruder#605)
* Add new results for word sense disambiguation Add new results for EMNLP 2021 Findings Paper [Improved Word Sense Disambiguation with Enhanced Sense Representations](https://aclanthology.org/2021.findings-emnlp.365.pdf). * Update word_sense_disambiguation.md
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english/word_sense_disambiguation.md

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|SparseLMMS+WNGC | 79.6 | 77.3 | 73.0 | 79.4 | 81.3 | [[19]](https://www.aclweb.org/anthology/2020.emnlp-main.683/)[[code]](https://github.com/begab/sparsity_makes_sense) |
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|ARES | 78.0 | 77.1 | 71.0 | 77.3 | 83.2 | [[20]](https://www.aclweb.org/anthology/2020.emnlp-main.285/)|
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|ESCHER | 81.7 | 77.8 | 76.3 | 82.2 | 83.2 | [[21]](https://aclanthology.org/2021.naacl-main.371/)|
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|ESR | 81.3 | 79.9 | 77.0 | 81.5 | 84.1 | [[22]](https://aclanthology.org/2021.findings-emnlp.365/)[[code]](https://github.com/nusnlp/esr) |
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|ESR+WNGC | 82.5 | 80.2 | 78.5 | 82.3 | 85.3 | [[22]](https://aclanthology.org/2021.findings-emnlp.365/)[[code]](https://github.com/nusnlp/esr) |
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### Knowledge-based:
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| Model | All | Senseval 2 |Senseval 3 |SemEval 2007 |SemEval 2013 |SemEval 2015 | Paper / Source |
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[21] [ESC: Redesigning WSD with Extractive Sense Comprehension](https://aclanthology.org/2021.naacl-main.371/)
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[22] [Improved Word Sense Disambiguation with Enhanced Sense Representations](https://aclanthology.org/2021.findings-emnlp.365/)
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## WSD Lexical Sample task:
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Above task is called All-words WSD because the systems attempt to disambiguate all of the words in a document, while there is another task which is called

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