一作ACL 2026Poster· ACL Industry Track
FROST : Factual Reasoning via Optimized Stochastic Trajectories in Large Language Models during Inference
Soumedhik Bharati · Ebad Shabbir · Jiechao Gao
摘要
Large language models face a trade-off between factual consistency and reasoningdiversity: deterministic decoding prioritizes reliability but may miss alternativesolution paths, while high-temperature sampling increases exploration at the costof accuracy. We present FROST (Factual Reasoning via O...