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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.. - : arXiv, 2022 BASE Show 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; Holtzman, Ari; Hwang, Jena; Lu, Ximing; West, Peter. - : Underline Science Inc., 2021 Abstract: Read paper: https://www.aclanthology.org/2021.acl-long.114 Abstract: Publicly available, large pretrained Language Models (LMs) generate text with remarkable quality, but only sequentially from left to right. As a result, they are not immediately applicable to generation tasks that break the unidirectional assumption, such as paraphrasing or text-infilling, necessitating task-specific supervision. In this paper, we present Reflective Decoding, a novel unsupervised algorithm that allows for direct application of unidirectional LMs to non-sequential tasks. Our 2-step approach requires no supervision or even parallel corpora, only two off-the-shelf pretrained LMs in opposite directions: forward and backward. First, in the contextualization step, we use LMs to generate ensembles of past and future contexts which collectively capture the input (e.g. the source sentence for paraphrasing). Second, in the reflection step, we condition on these ``context ensembles'', generating outputs that are compatible with them. ... Keyword: Computational Linguistics; Condensed Matter Physics; Deep Learning; Electromagnetism; FOS Physical sciences; Information and Knowledge Engineering; Neural Network; Semantics URL: https://underline.io/lecture/26006-reflective-decoding-beyond-unidirectional-generation-with-off-the-shelf-language-models https://dx.doi.org/10.48448/swwt-ax71 BASE Hide 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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