Entropy Gate: Entropy Quenching for Near-Lossless Token Compression in LLM Pipelines 事件

Entropy Gate: Entropy Quenching for Near-Lossless Token Compression in LLM Pipelines arXiv:2606.03739v1 Announce Type: new Abstract: LLM pipelines waste substantial token budgets on low-information content: repeated context, verbose responses, and redundant boilerplate. We introduce Entropy Gate, a token compression framework applying entropy quenching $-$ a thermodynamic process that progressively freezes out low-energy tokens while preserving semantic fidelity. Each token receives a multi-fac