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All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year Sort by creator [A → Z]' creator [Z → A]' publishing year ↑ (asc)' publishing year ↓ (desc)' title [A → Z]' title [Z → A]' Simple Search Page: 1 2 Hits 1 – 20 of 33 1 WANLI: Worker and AI Collaboration for Natural Language Inference Dataset Creation ... Liu, Alisa; Swayamdipta, Swabha; Smith, Noah A.; Choi, Yejin. - : arXiv, 2022 Abstract: A recurring challenge of crowdsourcing NLP datasets at scale is that human writers often rely on repetitive patterns when crafting examples, leading to a lack of linguistic diversity. We introduce a novel approach for dataset creation based on worker and AI collaboration, which brings together the generative strength of language models and the evaluative strength of humans. Starting with an existing dataset, MultiNLI for natural language inference (NLI), our approach uses dataset cartography to automatically identify examples that demonstrate challenging reasoning patterns, and instructs GPT-3 to compose new examples with similar patterns. Machine generated examples are then automatically filtered, and finally revised and labeled by human crowdworkers. The resulting dataset, WANLI, consists of 108,079 NLI examples and presents unique empirical strengths over existing NLI datasets. Remarkably, training a model on WANLI instead of MultiNLI (which is $4$ times larger) improves performance on seven out-of-domain ... : February 2022 ARR submission version ... Keyword: Computation and Language cs.CL; FOS Computer and information sciences URL: https://dx.doi.org/10.48550/arxiv.2201.05955 https://arxiv.org/abs/2201.05955 BASE Hide details 2 COLD Decoding: Energy-based Constrained Text Generation with Langevin Dynamics ... Qin, Lianhui; Welleck, Sean; Khashabi, Daniel. - : arXiv, 2022 BASE Show details 3 Annotators with Attitudes: How Annotator Beliefs And Identities Bias Toxic Language Detection ... Sap, Maarten; Swayamdipta, Swabha; Vianna, Laura. - : arXiv, 2021 BASE Show details 4 PIGLeT: Language Grounding Through Neuro-Symbolic Interaction in a 3D World ... Zellers, Rowan; Holtzman, Ari; Peters, Matthew. - : arXiv, 2021 BASE Show details 5 Contrastive Explanations for Model Interpretability ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Choi, Yejin; Elazar, Yanai. - : Underline Science Inc., 2021 BASE Show details 6 PIGLeT: Language Grounding Through Neuro-Symbolic Interaction in a 3D World ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; ., Matthew; Choi, Yejin. - : Underline Science Inc., 2021 BASE Show details 7 Reflective Decoding: Beyond Unidirectional Generation with Off-the-Shelf Language Models ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Bhagavatula, Chandra; Choi, Yejin. - : Underline Science Inc., 2021 BASE Show details 8 Conversational Multi-Hop Reasoning with Neural Commonsense Knowledge and Symbolic Logic Rules ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Arabshahi, Forough; Bosselut, Antoine. - : Underline Science Inc., 2021 BASE Show details 9 Edited Media Understanding Frames: Reasoning About the Intent and Implications of Visual Misinformation ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Bosselut, antoineb@allenai.org; Choi, Yejin. - : Underline Science Inc., 2021 BASE Show details 10 GO FIGURE: A Meta Evaluation of Factuality in Summarization ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Celikyilmaz, Asli; Choi, Yejin. - : Underline Science Inc., 2021 BASE Show details 11 CLIPScore: A Reference-free Evaluation Metric for Image Captioning ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Choi, Yejin; Forbes, Maxwell. - : Underline Science Inc., 2021 BASE Show details 12 Moral Stories: Situated Reasoning about Norms, Intents, Actions, and their Consequences ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Choi, Yejin; D. Hwang, Jena. - : Underline Science Inc., 2021 BASE Show details 13 DExperts: Decoding-Time Controlled Text Generation with Experts and Anti-Experts ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Bhagavatula, Chandra; Choi, Yejin. - : Underline Science Inc., 2021 BASE Show details 14 Challenges in Automated Debiasing for Toxic Language Detection ... Zhou, Xuhui; Sap, Maarten; Swayamdipta, Swabha. - : arXiv, 2021 BASE Show details 15 NeuroLogic A*esque Decoding: Constrained Text Generation with Lookahead Heuristics ... Lu, Ximing; Welleck, Sean; West, Peter. - : arXiv, 2021 BASE Show details 16 From Physical to Social Commonsense: Natural Language and the Natural World Forbes, Maxwell. - 2021 BASE Show details 17 Positive AI with Social Commonsense Models Sap, Maarten. - 2021 BASE Show details 18 Generative Data Augmentation for Commonsense Reasoning ... Yang, Yiben; Malaviya, Chaitanya; Fernandez, Jared. - : arXiv, 2020 BASE Show details 19 NeuroLogic Decoding: (Un)supervised Neural Text Generation with Predicate Logic Constraints ... Lu, Ximing; West, Peter; Zellers, Rowan. - : arXiv, 2020 BASE Show details 20 Understanding Natural Language with Commonsense Knowledge Representation, Reasoning, and Simulation Bosselut, Antoine. - 2020 BASE Show details Page: 1 2

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