Study examines entailment-based elision to curb overly long LLM answers
A new arXiv paper asks whether a training-free decoding-time controller can shorten instruction-tuned LLM responses by eliding only what is not entailed, probing the limits of semantic preservation.
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- 2026-11-09 05:00 · arXiv cs.CL
Beyond Truncation? Entailment-Licensed Elision and the Limits of Semantic Preservation in LLM Decoding