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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 (5)
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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
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2
COLD Decoding: Energy-based Constrained Text Generation with Langevin Dynamics ...
Qin, Lianhui
;
Welleck, Sean
;
Khashabi, Daniel
. - : arXiv, 2022
BASE
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3
Annotators with Attitudes: How Annotator Beliefs And Identities Bias Toxic Language Detection ...
Sap, Maarten
;
Swayamdipta, Swabha
;
Vianna, Laura
. - : arXiv, 2021
BASE
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4
PIGLeT: Language Grounding Through Neuro-Symbolic Interaction in a 3D World ...
Zellers, Rowan
;
Holtzman, Ari
;
Peters, Matthew
. - : arXiv, 2021
BASE
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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
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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
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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
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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
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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
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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
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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
;
Hessel, Jack
;
Holtzman, Ari
;
Le Bras, Ronan
. - : Underline Science Inc., 2021
Abstract:
Anthology paper link: https://aclanthology.org/2021.emnlp-main.595/ Abstract: Image captioning has conventionally relied on reference-based automatic evaluations, where machine captions are compared against captions written by humans. This is in contrast to the reference-free manner in which humans assess caption quality. In this paper, we report the surprising empirical finding that CLIP (Radford et al., 2021), a cross-modal model pretrained on 400M image+caption pairs from the web, can be used for robust automatic evaluation of image captioning without the need for references. Experiments spanning several corpora demonstrate that our new reference-free metric, CLIPScore, achieves the highest correlation with human judgements, outperforming existing reference-based metrics like CIDEr and SPICE. Information gain experiments demonstrate that CLIPScore, with its tight focus on image-text compatibility, is complementary to existing reference-based metrics that emphasize text-text similarities. Thus, we also ...
Keyword:
Computational Linguistics
;
Machine Learning
;
Machine Learning and Data Mining
;
Natural Language Processing
URL:
https://dx.doi.org/10.48448/8nqz-5843
https://underline.io/lecture/37364-clipscore-a-reference-free-evaluation-metric-for-image-captioning
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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
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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
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14
Challenges in Automated Debiasing for Toxic Language Detection ...
Zhou, Xuhui
;
Sap, Maarten
;
Swayamdipta, Swabha
. - : arXiv, 2021
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15
NeuroLogic A*esque Decoding: Constrained Text Generation with Lookahead Heuristics ...
Lu, Ximing
;
Welleck, Sean
;
West, Peter
. - : arXiv, 2021
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16
From Physical to Social Commonsense: Natural Language and the Natural World
Forbes, Maxwell
. - 2021
BASE
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17
Positive AI with Social Commonsense Models
Sap, Maarten
. - 2021
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18
Generative Data Augmentation for Commonsense Reasoning ...
Yang, Yiben
;
Malaviya, Chaitanya
;
Fernandez, Jared
. - : arXiv, 2020
BASE
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19
NeuroLogic Decoding: (Un)supervised Neural Text Generation with Predicate Logic Constraints ...
Lu, Ximing
;
West, Peter
;
Zellers, Rowan
. - : arXiv, 2020
BASE
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20
Understanding Natural Language with Commonsense Knowledge Representation, Reasoning, and Simulation
Bosselut, Antoine
. - 2020
BASE
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