Chopthin-Consensus Power Sampling: A Diversity-Preserving Approach to LLM Decoding.

arXiv:2609.12243v2 Announce Type: replace-cross Abstract: Inference-time power sampling via Sequential Monte Carlo (SMC) can substantially improve large language model (LLM) reasoning without requiring post-training. However, many existing SMC approaches rely