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81
Meta Distant Transfer Learning for Pre-trained Language Models ...
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82
How to Train BERT with an Academic Budget ...
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83
Improving Span Representation for Domain-adapted Coreference Resolution ...
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84
Temporal Adaptation of BERT and Performance on Downstream Document Classification: Insights from Social Media ...
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85
An Empirical Study on Multiple Information Sources for Zero-Shot Fine-Grained Entity Typing ...
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 ...
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87
MRF-Chat: Improving Dialogue with Markov Random Fields ...
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88
Exploring Metaphoric Paraphrase Generation ...
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89
CrossVQA: Scalably Generating Benchmarks for Systematically Testing VQA Generalization ...
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90
Latent Hatred: A Benchmark for Understanding Implicit Hate Speech ...
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91
HypMix: Hyperbolic Interpolative Data Augmentation ...
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92
STaCK: Sentence Ordering with Temporal Commonsense Knowledge ...
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93
ExplaGraphs: An Explanation Graph Generation Task for Structured Commonsense Reasoning ...
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94
Weakly supervised discourse segmentation for multiparty oral conversations ...
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95
Searching for an Effective Defender: Benchmarking Defense against Adversarial Word Substitution ...
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96
Progressively Guide to Attend: An Iterative Alignment Framework for Temporal Sentence Grounding ...
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97
Knowledge Enhanced Fine-Tuning for Better Handling Unseen Entities in Dialogue Generation ...
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98
STANKER: Stacking Network based on Level-grained Attention-masked BERT for Rumor Detection on Social Media ...
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99
IndoNLG: Benchmark and Resources for Evaluating Indonesian Natural Language Generation ...
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100
SYSML: StYlometry with Structure and Multitask Learning: Implications for Darknet Forum Migrant Analysis ...
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