What do Language Models know about word senses? Zero-Shot WSD with Language Models and Domain Inventories

7 February 2023

Oscar Sainz

Oier López de Lacalle

Eneko Agirre

German Rigau

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Papers citing "What do Language Models know about word senses? Zero-Shot WSD with Language Models and Domain Inventories"

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Title
SEE-Few: Seed, Expand and Entail for Few-shot Named Entity Recognition Zeng Yang Linhai Zhang Deyu Zhou 89 4 0 11 Oct 2022
Probing via Prompting Jiaoda Li Ryan Cotterell Mrinmaya Sachan 92 13 0 04 Jul 2022
Textual Entailment for Event Argument Extraction: Zero- and Few-Shot with Multi-Source Learning Oscar Sainz Itziar Gonzalez-Dios Oier López de Lacalle Bonan Min Eneko Agirre 62 50 0 03 May 2022
ZS4IE: A toolkit for Zero-Shot Information Extraction with simple Verbalizations Oscar Sainz Haoling Qiu Oier López de Lacalle Eneko Agirre Bonan Min SyDa 62 12 0 25 Mar 2022
Ultra-fine Entity Typing with Indirect Supervision from Natural Language Inference Bangzheng Li Wenpeng Yin Muhao Chen 70 29 0 12 Feb 2022
Zero-Shot Aspect-Based Sentiment Analysis Lei Shu Hu Xu Bing-Quan Liu Jiahua Chen 73 14 0 04 Feb 2022
Recent Advances in Natural Language Processing via Large Pre-Trained Language Models: A Survey Bonan Min Hayley L Ross Elior Sulem Amir Pouran Ben Veyseh Thien Huu Nguyen Oscar Sainz Eneko Agirre Ilana Heinz Dan Roth LM&MA VLM AI4CE 171 1,085 0 01 Nov 2021
Label Verbalization and Entailment for Effective Zero- and Few-Shot Relation Extraction Oscar Sainz Oier López de Lacalle Gorka Labaka Ander Barrena Eneko Agirre 42 125 0 08 Sep 2021
Incremental Few-shot Text Classification with Multi-round New Classes: Formulation, Dataset and System Congyin Xia Wenpeng Yin Yihao Feng Philip Yu CLL VLM 69 51 0 24 Apr 2021
How Many Data Points is a Prompt Worth? Teven Le Scao Alexander M. Rush VLM 164 303 0 15 Mar 2021
Ask2Transformers: Zero-Shot Domain labelling with Pre-trained Language Models Oscar Sainz German Rigau VLM 52 22 0 07 Jan 2021
Few-Shot Text Generation with Pattern-Exploiting Training Timo Schick Hinrich Schütze 93 148 0 22 Dec 2020
It's Not Just Size That Matters: Small Language Models Are Also Few-Shot Learners Timo Schick Hinrich Schütze 132 974 0 15 Sep 2020
Moving Down the Long Tail of Word Sense Disambiguation with Gloss-Informed Biencoders Terra Blevins Luke Zettlemoyer 66 166 0 06 May 2020
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 348 1,620 0 21 Jan 2020
Adversarial NLI: A New Benchmark for Natural Language Understanding Yixin Nie Adina Williams Emily Dinan Joey Tianyi Zhou Jason Weston Douwe Kiela 127 1,010 0 31 Oct 2019
Benchmarking Zero-shot Text Classification: Datasets, Evaluation and Entailment Approach Wenpeng Yin Jamaal Hay Dan Roth 169 549 0 31 Aug 2019
GlossBERT: BERT for Word Sense Disambiguation with Gloss Knowledge Luyao Huang Chi Sun Xipeng Qiu Xuanjing Huang 54 243 0 20 Aug 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 686 24,557 0 26 Jul 2019
Language Modelling Makes Sense: Propagating Representations through WordNet for Full-Coverage Word Sense Disambiguation Daniel Loureiro A. Jorge 58 138 0 24 Jun 2019
The Natural Language Decathlon: Multitask Learning as Question Answering Bryan McCann N. Keskar Caiming Xiong R. Socher AIMat MLLM BDL 149 646 0 20 Jun 2018
FEVER: a large-scale dataset for Fact Extraction and VERification James Thorne Andreas Vlachos Christos Christodoulopoulos Arpit Mittal HILM 161 1,666 0 14 Mar 2018
Deep contextualized word representations Matthew E. Peters Mark Neumann Mohit Iyyer Matt Gardner Christopher Clark Kenton Lee Luke Zettlemoyer NAI 233 11,565 0 15 Feb 2018
A Broad-Coverage Challenge Corpus for Sentence Understanding through Inference Adina Williams Nikita Nangia Samuel R. Bowman 524 4,497 0 18 Apr 2017
A large annotated corpus for learning natural language inference Samuel R. Bowman Gabor Angeli Christopher Potts Christopher D. Manning 326 4,294 0 21 Aug 2015