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1
The GEM Benchmark: Natural Language Generation, its Evaluation and Metrics
In: Proceedings of the 1st Workshop on Natural Language Generation, Evaluation, and Metrics (GEM 2021) ; https://hal.archives-ouvertes.fr/hal-03466171 ; Proceedings of the 1st Workshop on Natural Language Generation, Evaluation, and Metrics (GEM 2021), Aug 2021, Online, France. pp.96-120, ⟨10.18653/v1/2021.gem-1.10⟩ (2021)
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The GEM Benchmark: Natural Language Generation, its Evaluation and Metrics ...
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3
Towards Syntax-Aware DialogueSummarization using Multi-task Learning ...
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Who speaks like a style of Vitamin: Towards Syntax-Aware DialogueSummarization using Multi-task Learning ...
Abstract: Abstractive dialogue summarization is a challenging task for several reasons. First, most of the important pieces of information in a conversation are scattered across utterances through multi-party interactions with different textual styles. Second, dialogues are often informal structures, wherein different individuals express personal perspectives, unlike text summarization, tasks that usually target formal documents such as news articles. To address these issues, we focused on the association between utterances from individual speakers and unique syntactic structures. Speakers have unique textual styles that can contain linguistic information, such as voiceprint. Therefore, we constructed a syntax-aware model by leveraging linguistic information (i.e., POS tagging), which alleviates the above issues by inherently distinguishing sentences uttered from individual speakers. We employed multi-task learning of both syntax-aware information and dialogue summarization. To the best of our knowledge, our approach ... : This work has been accepted to the IEEE for possible publication. Copyright may be transferred without notice, after which this version may no longer be accessible ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://dx.doi.org/10.48550/arxiv.2109.14199
https://arxiv.org/abs/2109.14199
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5
Natural language processing methods are sensitive to sub-clinical linguistic differences in schizophrenia spectrum disorders
In: NPJ Schizophr (2021)
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6
Measuring the `I don't know' Problem through the Lens of Gricean Quantity ...
Khayrallah, Huda; Sedoc, João. - : arXiv, 2020
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7
SMRT Chatbots: Improving Non-Task-Oriented Dialog with Simulated Multiple Reference Training ...
Khayrallah, Huda; Sedoc, João. - : arXiv, 2020
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8
Complexity-Weighted Loss and Diverse Reranking for Sentence Simplification ...
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9
Comparison of Diverse Decoding Methods from Conditional Language Models ...
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10
Learning Word Ratings for Empathy and Distress from Document-Level User Responses ...
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11
Unsupervised Post-processing of Word Vectors via Conceptor Negation ...
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