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Agent-Omit: Adaptive Context Omission for Efficient LLM Agents

cs.AI · 2026-02-04 · unverdicted · novelty 7.0

Agent-Omit trains 8B LLM agents via cold-start fine-tuning and omit-aware RL to adaptively drop unnecessary context, matching frontier models while delivering the best efficiency-performance balance on five benchmarks.

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  • Agent-Omit: Adaptive Context Omission for Efficient LLM Agents cs.AI · 2026-02-04 · unverdicted · none · ref 15

    Agent-Omit trains 8B LLM agents via cold-start fine-tuning and omit-aware RL to adaptively drop unnecessary context, matching frontier models while delivering the best efficiency-performance balance on five benchmarks.