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LongHorizon-Harness boosts LLM performance on long-horizon tasks by up to 28.9% by revolutionizing task state management and error correction.
Self-summarization in LLMs can enhance reasoning coherence and reduce context exhaustion, leading to a 4% performance boost with shorter rollouts.
