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81
Are VQA Systems RAD? Measuring Robustness to Augmented Data with Focused Interventions ...
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82
Evidence-based Factual Error Correction ...
Abstract: Read paper: https://www.aclanthology.org/2021.acl-long.256 Abstract: This paper introduces the task of factual error correction: performing edits to a claim so that the generated rewrite is better supported by evidence. This extends the well-studied task of fact verification by providing a mechanism to correct written texts that are refuted or only partially supported by evidence. We demonstrate that it is feasible to train factual error correction systems from existing fact checking datasets which only contain labeled claims accompanied by evidence, but not the correction. We achieve this by employing a two-stage distant supervision approach that incorporates evidence into masked claims when generating corrections. Our approach, based on the T5 transformer and using retrieved evidence, achieved better results than existing work which used a pointer copy network and gold evidence, producing accurate factual error corrections for 5x more instances in human evaluation and a .125 increase in SARI score. The ...
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/xtb3-ns52
https://underline.io/lecture/25592-evidence-based-factual-error-correction
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83
SemEval-2021 Task 6: Detection of Persuasion Techniques in Texts and Images ...
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84
A DQN-based Approach to Finding Precise Evidences for Fact Verification ...
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85
Embedding Time Differences in Context-sensitive Neural Networks for Learning Time to Event ...
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86
A Span-based Dynamic Local Attention Model for Sequential Sentence Classification ...
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87
Learning from the Worst: Dynamically Generated Datasets to Improve Online Hate Detection ...
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88
2A: Sentiment Analysis, Stylistic Analysis, and Argument Mining #1 ...
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89
On Sample Based Explanation Methods for NLP: Faithfulness, Efficiency and Semantic Evaluation ...
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90
How effective is BERT without word ordering? Implications for language understanding and data privacy ...
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91
GEM: Natural Language Generation, Evaluation, and Metrics - Part 4 ...
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92
The statistical advantage of automatic NLG metrics at the system level ...
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93
Counter-Argument Generation by Attacking Weak Premises ...
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94
Supporting Cognitive and Emotional Empathic Writing of Students ...
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95
What's in the Box? An Analysis of Undesirable Content in the Common Crawl Corpus ...
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96
Are Pretrained Convolutions Better than Pretrained Transformers? ...
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97
Evaluation Examples are not Equally Informative: How should that change NLP Leaderboards? ...
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98
Beyond Offline Mapping: Learning Cross-lingual Word Embeddings through Context Anchoring ...
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99
Capturing Relations between Scientific Papers: An Abstractive Model for Related Work Section Generation ...
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100
Hate Speech Detection Based on Sentiment Knowledge Sharing ...
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