FORGE: Verification-Gated Behavioral Repair for Generative Language Models
Generative large language models (LLMs) inherit undesirable behaviors from pre-training, including demographic bias and toxic generation, that often emerge only after deployment and affect a small subset of inputs. A repair should eliminate the identified defect, preserve the model's overall functionality and, ideally,...
Hsin-Ling Hsu, Min-Yue Chen, Nai-Chia Chen et al.
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