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GENERAL PHRASE DEBIASER: DEBIASING MASKED LANGUAGE MODELS …
Jan 25, 2024 Yue Guo, Yi Yang, and Ahmed Abbasi, “Auto-debias: Debiasing masked language models with automated biased prompts,” in Proceedings of the 60th Annual Meeting of the …
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SURVEY ON MACHINE LEARNING BIASES AND MITIGATION TECHNIQUES
Dec 20, 2023 Therefore, in this paper, we present a comprehensive survey of bias mitigation techniques in machine learning (ML) with a focus on in-depth exploration of methods, including …
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AUTO-DEBIAS: DEBIASING MASKED LANGUAGE MODELS WITH …
Given the identified biased prompts, we then propose a distribution alignment loss to miti-gate the biases. Experiment results on stan-dard datasets and metrics show that our pro-posed Auto …
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AUTO-DEBIAS: DEBIASING MASKED LANGUAGE MODELS WITH AUTOMATED BIASED PROMPTS
On-demand video platform giving you access to lectures from conferences worldwide.
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AUTODEBIAS: AUTOMATED FRAMEWORK FOR DEBIASING TEXT-TO …
Existing debiasing methods work well for simple or well-known cases but struggle with subtle or overlapping biases. We propose AutoDebias, a framework that automat- ically identifies and …
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TOWARDS TRUSTWORTHY LLMS: A REVIEW ON DEBIASING AND ... - SPRINGER
Aug 10, 2024 Guo Y, Yang Y, Abbasi A (2022) Auto-debias: Debiasing masked language models with automated biased prompts. In: Proceedings of the 60th annual meeting of the …
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ACL ANTHOLOGY
Given the identified biased prompts, we then propose a distribution alignment loss to mitigate the biases. Experiment results on standard datasets and metrics show that our proposed …
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AUTO-DEBIAS: DEBIASING MASKED LANGUAGE MODELS WITH AUTOMATED BIASED ...
May 25, 2022 NSF Public Access Search Results Auto-Debias: Debiasing Masked Language Models with Automated Biased Prompts Citation Details Auto-Debias: Debiasing Masked …
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AUTO-DEBIAS: DEBIASING MASKED LANGUAGE MODELS WITH AUTOMATED BIASED PROMPTS
Auto-Debias: Debiasing Masked Language Models with Automated Biased Prompts
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ARXIV:2311.13892V2 [CS.CL] 25 DEC 2023
ence on Learning Representations. [20] Yue Guo, Yi Yang, and Ahmed Abbasi, “Auto-debias: Debiasing masked language models with automated bi-ased prompts,” in Proceedings of the …
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GITHUB - IRENEHERE/AUTO-DEBIAS
Auto-Debias requirments - numpy - torch - transformers related files We release the debiased model here. generated biased prompt via beam search python generate_prompts.py \ - …
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AUTO-DEBIAS: DEBIASING MASKED LANGUAGE MODELS WITH AUTOMATED BIASED PROMPTS
5 days ago Given the identified biased prompts, we then propose a distribution alignment loss to mitigate the biases. Experiment results on standard datasets and metrics show that our …
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