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He Thinks He Knows Better than the Doctors: BERT for Event Factuality Fails on Pragmatics ...
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Identifying inherent disagreement in natural language inference ...
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Abstract:
Read the paper on the folowing link: https://www.aclweb.org/anthology/2021.naacl-main.390/ Abstract: Natural language inference (NLI) is the task of determining whether a piece of text is entailed, contradicted by or unrelated to another piece of text. In this paper, we investigate how to tease systematic inferences (i.e., items for which people agree on the NLI label) apart from disagreement items (i.e., items which lead to different annotations), which most prior work has overlooked. To distinguish systematic inferences from disagreement items, we propose Artificial Annotators (AAs) to simulate the uncertainty in the annotation process by capturing the modes in annotations. Results on the CommitmentBank, a corpus of naturally occurring discourses in English, confirm that our approach performs statistically significantly better than all baselines. We further show that AAs learn linguistic patterns and context-dependent reasoning. ...
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Keyword:
Artificial Intelligence; Computer Science and Engineering; Intelligent System; Natural Language Processing
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URL: https://dx.doi.org/10.48448/jkht-vy96 https://underline.io/lecture/19695-identifying-inherent-disagreement-in-natural-language-inference
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The prosody of presupposition projection in naturally-occurring utterances ...
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Universal Dependencies v2: An Evergrowing Multilingual Treebank Collection ...
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The prosody of presupposition projection in naturally-occurring utterances
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In: Sinn und Bedeutung; Bd. 24 Nr. 2 (2020): Proceedings of Sinn und Bedeutung 24; 20-37 ; Proceedings of Sinn und Bedeutung; Vol 24 No 2 (2020): Proceedings of Sinn und Bedeutung 24; 20-37 ; 2629-6055 (2020)
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Evaluative adjective sentences: A question-based analysis of projection
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In: Glossa: a journal of general linguistics; Vol 5, No 1 (2020); 87 ; 2397-1835 (2020)
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I’ve got a construction looks funny – representing and recovering non-standard constructions in UD
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The CommitmentBank: Investigating projection in naturally occurring discourse
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In: Sinn und Bedeutung; Bd. 23 Nr. 2 (2019): Proceedings of Sinn und Bedeutung 23; 107-124 ; Proceedings of Sinn und Bedeutung; Vol 23 No 2 (2019): Proceedings of Sinn und Bedeutung 23; 107-124 ; 2629-6055 (2019)
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On the information structure sensitivity of projective content
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In: Sinn und Bedeutung; Bd. 23 Nr. 2 (2019): Proceedings of Sinn und Bedeutung 23; 363-390 ; Proceedings of Sinn und Bedeutung; Vol 23 No 2 (2019): Proceedings of Sinn und Bedeutung 23; 363-390 ; 2629-6055 (2019)
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Universal Dependencies 2.2
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In: https://hal.archives-ouvertes.fr/hal-01930733 ; 2018 (2018)
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