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Zhu, Xiaodan (17)
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The 2021 Conference on Empirical Methods in Natural Language Processing 2021 (2)
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Simple Search
Hits 1 – 17 of 17
1
Enhancing Descriptive Image Captioning with Natural Language Inference ...
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
;
liu, hui
;
Shi, Zhan
;
Zhu, Xiaodan
. - : Underline Science Inc., 2021
Abstract:
Read paper: https://www.aclanthology.org/2021.acl-short.36 Abstract: Generating \textit{descriptive} sentences that convey non-trivial, detailed, and salient information about images is an important goal of image captioning. In this paper we propose a novel approach to encourage captioning models to produce more detailed captions using natural language inference, based on the motivation that, among different captions of an image, descriptive captions are more likely to entail less descriptive captions. Specifically, we construct directed inference graphs for reference captions based on natural language inference. A PageRank algorithm is then employed to estimate the descriptiveness score of each node. Built on that, we use reference sampling and weighted designated rewards to guide captioning to generate descriptive captions. The results on MSCOCO show that the proposed method outperforms the baselines significantly on a wide range of conventional and descriptiveness-related evaluation metrics. ...
Keyword:
Computational Linguistics
;
Condensed Matter Physics
;
Deep Learning
;
Electromagnetism
;
FOS Physical sciences
;
Information and Knowledge Engineering
;
Neural Network
;
Semantics
URL:
https://underline.io/lecture/26017-enhancing-descriptive-image-captioning-with-natural-language-inference
https://dx.doi.org/10.48448/txr6-qt98
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2
Detecting Speaker Personas from Conversational Texts ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Chen, Zhigang
;
Gu, Jia-Chen
. - : Underline Science Inc., 2021
BASE
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3
Unsupervised Conversation Disentanglement through Co-Training ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
liu, hui
;
Shi, Zhan
. - : Underline Science Inc., 2021
BASE
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4
Preview, Attend and Review: Schema-Aware Curriculum Learning for Multi-Domain Dialogue State Tracking ...
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
;
Dai, Yinpei
;
Huang, Fei
. - : Underline Science Inc., 2021
BASE
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5
SemEval-2021 Task 12: Learning with Disagreements
Uma, Alexandra
;
Fornaciari, Tommaso
;
Dumitrache, Anca
. - : Association for Computational Linguistics, 2021
BASE
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6
Exploring End-to-End Differentiable Natural Logic Modeling ...
The 28th International Conference on Computational Linguistics 2020
;
Feng, Yufei
;
Greenspan, Michael
. - : Underline Science Inc., 2020
BASE
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7
SemEval-2020 Task 5: Counterfactual Recognition ...
The 28th International Conference on Computational Linguistics 2020
;
Matwin, Stan
;
Obadinma, Stephen
. - : Underline Science Inc., 2020
BASE
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8
SemEval-2020 Task 2: Predicting multilingual and cross-lingual (graded) lexical entailment
Glavaš, Goran
;
Vulić, Ivan
;
Korhonen, Anna
. - : Association for Computational Linguistics, 2020
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9
Knowledge graph and semantic computing : knowledge computing and language understanding : 4th China Conference, CCKS 2019, Hangzhou, China, August 24-27, 2019 : revised selected papers
Zhu, Xiaoyan
(Herausgeber);
Qin, Bing
(Herausgeber);
Qian, LongHua
(Herausgeber). - Singapore : Springer, 2019
BLLDB
UB Frankfurt Linguistik
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10
Exploring Unsupervised Pretraining and Sentence Structure Modelling for Winograd Schema Challenge ...
Ruan, Yu-Ping
;
Zhu, Xiaodan
;
Ling, Zhen-Hua
. - : arXiv, 2019
BASE
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11
Learning Cross-modal Context Graph for Visual Grounding ...
Liu, Yongfei
;
Wan, Bo
;
Zhu, Xiaodan
. - : arXiv, 2019
BASE
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12
Logographic Subword Model for Neural Machine Translation ...
Fang, Yihao
;
Zheng, Rong
;
Zhu, Xiaodan
. - : arXiv, 2018
BASE
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13
Commonsense Knowledge Enhanced Embeddings for Solving Pronoun Disambiguation Problems in Winograd Schema Challenge ...
Liu, Quan
;
Jiang, Hui
;
Ling, Zhen-Hua
. - : arXiv, 2016
BASE
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14
NRC-Canada: Building the State-of-the-Art in Sentiment Analysis of Tweets ...
Mohammad, Saif M.
;
Kiritchenko, Svetlana
;
Zhu, Xiaodan
. - : arXiv, 2013
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15
Summarizing Spoken Documents Through Utterance Selection
Zhu, Xiaodan
. - 2010
BASE
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16
Analysis of Polarity Information in Medical Text
Niu, Yun
;
Zhu, Xiaodan
;
Li, Jianhua
. - : American Medical Informatics Association, 2005
BASE
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17
Summarizing Spoken Documents Through Utterance Selection
Zhu, Xiaodan
. - NO_RESTRICTION
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