Adaptive Self-Consistency

Interpretable Adaptive Sampling for LLM Test-Time Scaling and Test-Time Compute
Interpretable adaptive self-consistency for LLM test-time scaling. A fuzzy controller uses prompt complexity and model confidence to choose how many self-consistency samples each prompt receives.
Mobina Kashaniyan
Posted Aug 4, 2026 Large Language Models, Artificial Intelligence, LLM Reasoning, Test-Time Scaling, Research Summary

© 2026 Mobina Kashaniyan.