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[2206.02369] Learning to Break the Loop: Analyzing and ...
arXiv
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arXiv
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由 J Xu 著作2022被引用 51 次 — We study the relationship between the probabilities of the repetitive tokens and their previous repetitions in the context.
Analyzing and Mitigating Repetitions for Neural Text ...
OpenReview
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OpenReview
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由 J Xu 著作2022被引用 51 次 — To investigate the underlying reasons for generating consecutive sentence-level repeti- tions, we study the relationship between the probabilities of the ...
Analyzing and Mitigating Repetitions for Neural Text ...
Apple Machine Learning Research
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Apple Machine Learning Research
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To investigate the underlying reasons for generating consecutive sentence-level repetitions, we study the relationship between the probability of repetitive ...
Analyzing and Mitigating Repetitions for Neural Text ...
ResearchGate
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ResearchGate
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To investigate the underlying reasons for generating consecutive sentence-level repetitions, we study the relationship between the probabilities of the ...
analyzing and mitigating repetitions for neural text generation
ACM Digital Library
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ACM Digital Library
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由 J Xu 著作2022被引用 51 次 — Mirostat: A neural text decoding algorithm that directly controls perplexity. In International Conference on Learning Representations, 2020.
[PDF] Learning to Break the Loop: Analyzing and Mitigating ...
Semantic Scholar
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Semantic Scholar
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A simple and effective training method, DITTO, where the model learns to penalize probabilities of sentence-level repetitions from pseudo repetitive data.
Jxu-Thu/DITTO: The code of paper "Learning to Break ...
GitHub
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GitHub
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A research work for analyzing the sentence-level repetition issues, mitigating it and improving the learning ability and generalizability of language models.
Analyzing and Mitigating Repetitions for Neural Text ...
NIPS papers
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NIPS papers
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Previous work [2, 1] has observed that standard training and greedy decoding usually cause models to generate consecutive repetitive texts.
Learning to Break the Loop: Analyzing andMitigating ...
CSDN博客
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2024年10月29日 — Learning to Break the Loop: Analyzing andMitigating Repetitions for Neural Text Generation(论文阅读) 原创 · 语言模型具有重复前一句的偏好; · 重复 ...
Maxime Chevalier
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2023年12月11日 — Learning to Break the Loop: Analyzing and Mitigating Repetitions for Neural Text Generation https://t.co/dPwnd6YgDK.