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Hits 1 – 20 of 45
1
Topic Discovery via Latent Space Clustering of Pretrained Language Model Representations ...
Meng, Yu
;
Zhang, Yunyi
;
Huang, Jiaxin
. - : arXiv, 2022
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2
Semantic pattern discovery in open information extraction
Chauhan, Aabhas
. - 2022
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3
Text mining at multiple granularity: leveraging subwords, words, phrases, and sentences
El-Kishky, Ahmed Hassan
. - 2022
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4
Distantly-Supervised Named Entity Recognition with Noise-Robust Learning and Language Model Augmented Self-Training ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Han, Jiawei
;
Huang, Jiaxin
. - : Underline Science Inc., 2021
BASE
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5
ChemNER: Fine-Grained Chemistry Named Entity Recognition with Ontology-Guided Distant Supervision ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Garg, Shweta
;
Han, Jiawei
. - : Underline Science Inc., 2021
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6
Generation-Augmented Retrieval for Open-Domain Question Answering ...
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
;
Chen, Weizhu
;
Gao, Jianfeng
. - : Underline Science Inc., 2021
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7
Few-Shot Named Entity Recognition: An Empirical Baseline Study ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Balakrishnan, Shobana
;
Chen, Weizhu
. - : Underline Science Inc., 2021
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8
Reader-Guided Passage Reranking for Open-Domain Question Answering ...
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
;
Chen, Weizhu
;
Gao, Jianfeng
. - : Underline Science Inc., 2021
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9
The Future is not One-dimensional: Complex Event Schema Induction by Graph Modeling for Event Prediction ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Cho, Kyunghyun
;
Han, Jiawei
. - : Underline Science Inc., 2021
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10
Extract, Denoise and Enforce: Evaluating and Improving Concept Preservation for Text-to-Text Generation ...
Mao, Yuning
;
Ma, Wenchang
;
Lei, Deren
;
Han, Jiawei
;
Ren, Xiang
. - : arXiv, 2021
Abstract:
Prior studies on text-to-text generation typically assume that the model could figure out what to attend to in the input and what to include in the output via seq2seq learning, with only the parallel training data and no additional guidance. However, it remains unclear whether current models can preserve important concepts in the source input, as seq2seq learning does not have explicit focus on the concepts and commonly used evaluation metrics also treat concepts equally important as other tokens. In this paper, we present a systematic analysis that studies whether current seq2seq models, especially pre-trained language models, are good enough for preserving important input concepts and to what extent explicitly guiding generation with the concepts as lexical constraints is beneficial. We answer the above questions by conducting extensive analytical experiments on four representative text-to-text generation tasks. Based on the observations, we then propose a simple yet effective framework to automatically ... : EMNLP 2021 ...
Keyword:
Computation and Language cs.CL
;
FOS Computer and information sciences
URL:
https://dx.doi.org/10.48550/arxiv.2104.08724
https://arxiv.org/abs/2104.08724
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11
Extract, Denoise and Enforce: Evaluating and Improving Concept Preservation for Text-to-Text Generation ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Han, Jiawei
;
Mao, Yuning
. - : Underline Science Inc., 2021
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12
Combating abuse on social media platforms using natural language processing
Seyler, Dominic
. - 2021
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13
Text Classification Using Label Names Only: A Language Model Self-Training Approach ...
Meng, Yu
;
Zhang, Yunyi
;
Huang, Jiaxin
. - : arXiv, 2020
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14
COVID-19 Literature Knowledge Graph Construction and Drug Repurposing Report Generation ...
Wang, Qingyun
;
Li, Manling
;
Wang, Xuan
. - : arXiv, 2020
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15
Constrained Abstractive Summarization: Preserving Factual Consistency with Constrained Generation ...
Mao, Yuning
;
Ren, Xiang
;
Ji, Heng
. - : arXiv, 2020
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16
Guiding Corpus-based Set Expansion by Auxiliary Sets Generation and Co-Expansion ...
Huang, Jiaxin
;
Xie, Yiqing
;
Meng, Yu
. - : arXiv, 2020
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17
Near-imperceptible Neural Linguistic Steganography via Self-Adjusting Arithmetic Coding ...
Shen, Jiaming
;
Ji, Heng
;
Han, Jiawei
. - : arXiv, 2020
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18
Cold-start universal information extraction
Huang, Lifu
. - 2020
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19
Cross-lingual entity extraction and linking for 300 languages
Pan, Xiaoman
. - 2020
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20
Text cube: construction, summarization and mining
Tao, Fangbo
. - 2020
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