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cs.AI2024
Influential Language Data Selection via Gradient Trajectory Pursuit
Zhiwei Deng, Tao Li, Yang Li
Curating a desirable dataset for training has been the core of building highly capable large language models (Touvron et al., 2023; Achiam et al., 2023; Team et al.,2024). Gradient…
cs.AI2024
Devil's Advocate: Anticipatory Reflection for LLM Agents
Haoyu Wang, Tao Li, Zhiwei Deng +2
In this work, we introduce a novel approach that equips LLM agents with introspection, enhancing consistency and adaptability in solving complex tasks. Our approach prompts LLM age…