Knowref
Webinstances), KnowRef test set (12k instances), and COPA validation set (101 instances). Although COPA (Wang et al.,2024a) is a cause and ef-fect identification dataset,Sakaguchi et al.(2024) show that directly transferring from a WinoGrande-finetuned RoBERTa-large model to COPA already achieves a good performance, indicating that fine- Web3954 methods for coreference resolution become gender-biased, exploiting various stereotypes that leak from society into data. They devise a dataset of
Knowref
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WebPasser directement au contenu principal. Microsoft. Recherche WebKnowRef builds on Winograd schemas,... Mila/McGill University researchers working with Microsoft created a resource for training common sense in machines. KnowRef Corpus: …
WebSep 10, 2024 · The knowref coreference corpus: Removing gender and number cues for difficult pronominal anaphora resolution. In Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics, pages 3952–3961. He et al. (2024) Pengcheng He, Xiaodong Liu, Weizhu Chen, and Jianfeng Gao. 2024. WebWe introduce a new benchmark for coreference resolution and NLI, KnowRef, that targets common-sense understanding and world knowledge. Previous coreference resolution tasks can largely be solved by exploiting the number and gender of the antecedents, or have been handcrafted and do not reflect the diversity of naturally occurring text.
WebFurthermore, we establish new state-of-the-art results on five related benchmarks — WSC (90.1%), DPR (93.1%), COPA (90.6%), KnowRef (85.6%), and Winogender (97.1%). These … WebNov 2, 2024 · We introduce a new benchmark for coreference resolution and NLI, Knowref, that targets common-sense understanding and world knowledge. Previous coreference …
WebJul 23, 2024 · KnowRef results and the human-machine performance gap. Our experiments show that KnowRef is a challenging benchmark. We demonstrate that various systems, …
WebKNOWREF (agent, term, plan) by asking a question and receiving back an answer. Another way to achieve KNOWREF goals would be to look up the answer in a reference source. At the train station, for example, one can find departure times and locations from a schedule. gb12228WebNov 9, 2024 · KnowRef-60K is the largest corpus to date for WSC-style common-sense reasoning and exhibits a significantly lower proportion of overlaps with current pretraining … gb12222WebNov 17, 2024 · 85.6% on KnowRef; and ; 97.1% on Winogender. What does the AI community think? The paper received the Outstanding Paper Award at AAAI 2024, one of the key conferences in artificial intelligence. What are future research areas? Exploring new algorithmic approaches for systematic bias reduction. Debiasing other NLP benchmarks. gb12221 12251WebThe Knowref Coreference Corpus: Removing Gender and Number Cues for Difficult Pronominal Anaphora Resolution. aemami1/KnowRef • ACL 2024 To explain this performance gap, we show empirically that state-of-the art models often fail to capture context, instead relying on the gender or number of candidate antecedents to make a … automat kourouWebKnowRef / Knowref_dataset / knowref_test.json Go to file Go to file T; Go to line L; Copy path Copy permalink; This commit does not belong to any branch on this repository, and may … automat lebensmittelWebFurthermore, we establish new state-of-the-art results on five related benchmarks — WSC (90.1%), DPR (93.1%), COPA (90.6%), KnowRef (85.6%), and Winogender (97.1%). These results have dual implications: on one hand, they demonstrate the effectiveness of WinoGrande when used as a resource for transfer learning. automat kotel na uhliWebJan 1, 2024 · The KnowRef dataset (Emami et al., 2024), a coreference corpus of natural texts, provides a new benchmark for coreference resolution that requires systems to … gb12221 2014