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The 2021 Conference on Empirical Methods in Natural Language Processing 2021 (1.029)
Cotterell, Ryan (8)
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2021 (1.029)
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Online (1.029)
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Article (1.029)
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Hits 81 – 100 of 1.029
81
Meta Distant Transfer Learning for Pre-trained Language Models ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Wang, Chengyu
. - : Underline Science Inc., 2021
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82
How to Train BERT with an Academic Budget ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Berchansky, Moshe
;
Izsak, Peter
. - : Underline Science Inc., 2021
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83
Improving Span Representation for Domain-adapted Coreference Resolution ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Field, Anjalie
;
Gandhi, Nupoor
. - : Underline Science Inc., 2021
BASE
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84
Temporal Adaptation of BERT and Performance on Downstream Document Classification: Insights from Social Media ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
. - : Underline Science Inc., 2021
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85
An Empirical Study on Multiple Information Sources for Zero-Shot Fine-Grained Entity Typing ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Chen, Yi
. - : Underline Science Inc., 2021
Abstract:
Anthology paper link: https://aclanthology.org/2021.emnlp-main.210/ Abstract: Auxiliary information from multiple sources has been demonstrated to be effective in zero-shot fine-grained entity typing (ZFET). However, there lacks a comprehensive understanding about how to make better use of the existing information sources and how they affect the performance of ZFET. In this paper, we empirically study three kinds of auxiliary information: {context consistency}, {type hierarchy} and {background knowledge} (e.g., prototypes and descriptions) of types, and propose a multi-source fusion model (MSF) targeting these sources. The performance obtains up to 11.42% and 22.84% absolute gains over state-of-the-art baselines on BBN and Wiki respectively with regard to macro F1 scores. More importantly, we further discuss the characteristics, merits and demerits of each information source and provide an intuitive understanding of the complementarity among them. ...
Keyword:
Computational Linguistics
;
Information Extraction
;
Machine Learning
;
Machine Learning and Data Mining
;
Natural Language Processing
URL:
https://dx.doi.org/10.48448/ym6r-8p79
https://underline.io/lecture/37562-an-empirical-study-on-multiple-information-sources-for-zero-shot-fine-grained-entity-typing
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86
Looking for Confirmations: An Effective and Human-Like Visual Dialogue Strategy ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Bernardi, Raffaella
;
Testoni, Alberto
. - : Underline Science Inc., 2021
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87
MRF-Chat: Improving Dialogue with Markov Random Fields ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Grover, Ishaan
;
Huggins, Matthew
. - : Underline Science Inc., 2021
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88
Exploring Metaphoric Paraphrase Generation ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Stowe, Kevin
. - : Underline Science Inc., 2021
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89
CrossVQA: Scalably Generating Benchmarks for Systematically Testing VQA Generalization ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
., Piyush
;
Akula, Arjun
. - : Underline Science Inc., 2021
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90
Latent Hatred: A Benchmark for Understanding Implicit Hate Speech ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Anupindi, Vaishnavi
;
De Choudhury, Munmun
. - : Underline Science Inc., 2021
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91
HypMix: Hyperbolic Interpolative Data Augmentation ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Agarwal, Shivam
;
Flek, Lucie
. - : Underline Science Inc., 2021
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92
STaCK: Sentence Ordering with Temporal Commonsense Knowledge ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Ghosal, Deepanway
;
Majumder, Navonil
. - : Underline Science Inc., 2021
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93
ExplaGraphs: An Explanation Graph Generation Task for Structured Commonsense Reasoning ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Bansal, Mohit
;
Bauer, Lisa
. - : Underline Science Inc., 2021
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94
Weakly supervised discourse segmentation for multiparty oral conversations ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Ferrané, Isabelle
;
Gravellier, Lila
. - : Underline Science Inc., 2021
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95
Searching for an Effective Defender: Benchmarking Defense against Adversarial Word Substitution ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Chang, Kai-Wei
;
Hsieh, Cho-Jui
. - : Underline Science Inc., 2021
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96
Progressively Guide to Attend: An Iterative Alignment Framework for Temporal Sentence Grounding ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Liu, Daizong
;
Qu, Xiaoye
. - : Underline Science Inc., 2021
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97
Knowledge Enhanced Fine-Tuning for Better Handling Unseen Entities in Dialogue Generation ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Cui, Leyang
;
Liu, Shujie
. - : Underline Science Inc., 2021
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98
STANKER: Stacking Network based on Level-grained Attention-masked BERT for Rumor Detection on Social Media ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Jiang, Zhihua
;
Li, Ran
. - : Underline Science Inc., 2021
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99
IndoNLG: Benchmark and Resources for Evaluating Indonesian Natural Language Generation ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
., Sebastian
;
Bahar, Syafri
. - : Underline Science Inc., 2021
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100
SYSML: StYlometry with Structure and Multitask Learning: Implications for Darknet Forum Migrant Analysis ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Maneriker, Pranav
. - : Underline Science Inc., 2021
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