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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 (1.423)
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Hits 41 – 60 of 1.423
41
15D: Summarization #2 ...
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
. - : Underline Science Inc., 2021
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42
Explanations for CommonsenseQA: New Dataset and 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
;
Aggarwal, Shourya
;
Agrawal, Vishwajeet
. - : Underline Science Inc., 2021
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43
Societal Biases in Language Generation: Progress and Challenges ...
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
;
Chang, Kai-Wei
;
Natarajan, Prem
. - : Underline Science Inc., 2021
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44
UserAdapter: Few-Shot User Learning in Sentiment Analysis ...
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
;
Duan, Nan
;
Tang, Duyu
. - : Underline Science Inc., 2021
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45
QA-Driven Zero-shot Slot Filling with Weak Supervision Pretraining ...
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
;
Du, Xinya
. - : Underline Science Inc., 2021
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46
9C: Question Answering #2 ...
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
. - : Underline Science Inc., 2021
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47
GEM: Natural Language Generation, Evaluation, and Metrics - Part 2 ...
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
. - : Underline Science Inc., 2021
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48
Matching Distributions between Model and Data: Cross-domain Knowledge Distillation for Unsupervised Domain Adaptation ...
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
;
Zhang, Bo
. - : Underline Science Inc., 2021
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49
Measuring and Increasing Context Usage in Context-Aware Machine Translation ...
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
;
Fernandes, Patrick
;
Martins, Andre
. - : Underline Science Inc., 2021
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50
UMIC: An Unreferenced Metric for Image Captioning via Contrastive Learning ...
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
;
., Franck
;
., Kyomin
;
Bui, Trung
;
Lee, Hwanhee
;
Yoon, Seunghyun
. - : Underline Science Inc., 2021
Abstract:
Read paper: https://www.aclanthology.org/2021.acl-short.29 Abstract: Despite the success of various text generation metrics such as BERTScore, it is still difficult to evaluate the image captions without enough reference captions due to the diversity of the descriptions. In this paper, we introduce a new metric UMIC, an Unreferenced Metric for Image Captioning which does not require reference captions to evaluate image captions. Based on Vision-and-Language BERT, we train UMIC to discriminate negative captions via contrastive learning. Also, we observe critical problems of the previous benchmark dataset (i.e., human annotations) on image captioning metric, and introduce a new collection of human annotations on the generated captions. We validate UMIC on four datasets, including our new dataset, and show that UMIC has a higher correlation than all previous metrics that require multiple references. ...
Keyword:
Computational Linguistics
;
Condensed Matter Physics
;
Deep Learning
;
Electromagnetism
;
FOS Physical sciences
;
Information and Knowledge Engineering
;
Neural Network
;
Semantics
URL:
https://dx.doi.org/10.48448/xyzt-qs52
https://underline.io/lecture/25986-umic-an-unreferenced-metric-for-image-captioning-via-contrastive-learning
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51
Uncertainty and Surprisal Jointly Deliver the Punchline: Exploiting Incongruity-Based Features for Humor Recognition ...
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
;
Li, Junze
;
Pu, Pearl
. - : Underline Science Inc., 2021
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52
GEM: Natural Language Generation, Evaluation, and Metrics - Part 1 ...
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
. - : Underline Science Inc., 2021
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53
CoDesc: A Large Code–Description Parallel Dataset ...
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
;
Hasan, Masum
;
Shahriyar, Rifat
. - : Underline Science Inc., 2021
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54
Meta Learning and Its Applications to Natural Language Processing ...
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
. - : Underline Science Inc., 2021
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55
CausaLM: Causal Model Explanation Through Counterfactual 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
;
Feder, Amir
;
Oved, Nadav
. - : Underline Science Inc., 2021
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56
Beyond Metadata: What Paper Authors Say About Corpora They Use ...
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
;
Kolyada, Nikolay
. - : Underline Science Inc., 2021
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57
Learning Latent Structures for Cross Action Phrase Relations in Wet Lab Protocols ...
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
;
Chan, Jany
;
Fosler-Lussier, Eric
. - : Underline Science Inc., 2021
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58
A Knowledge-Guided Framework for Frame Identification ...
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
;
Su, Xuefeng
. - : Underline Science Inc., 2021
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59
One Teacher is Enough? Pre-trained Language Model Distillation from Multiple Teachers ...
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
;
Huang, Yongfeng
;
Wu, Chuhan
. - : Underline Science Inc., 2021
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60
Exploiting Auxiliary Data for Offensive Language Detection with Bidirectional Transformers ...
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
;
Li, Sheng
;
Singh, Sumer
. - : Underline Science Inc., 2021
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