ZipRL is a new RL-based adaptive compression method for multi-turn LLM agents that adds multi-granularity prompts and hindsight response replay to GRPO, reporting 27.9-34.7% gains on five agent tasks with maintained token efficiency.
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ZipRL: Adaptive Multi-Turn Context Compression with Hindsight Response Replay
ZipRL is a new RL-based adaptive compression method for multi-turn LLM agents that adds multi-granularity prompts and hindsight response replay to GRPO, reporting 27.9-34.7% gains on five agent tasks with maintained token efficiency.