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All SourcesarXiv
#STEM reasoning

ThinkRouter: Efficient Reasoning via Routing Thinking between Latent and Discrete Spaces

Beginner
Xin Xu, Tong Yu et al.Feb 12arXiv

ThinkRouter teaches a model to switch how it “thinks” based on how sure it feels, so it stays accurate without talking forever.

#latent reasoning#discrete token space#confidence-aware routing

Entropy Sentinel: Continuous LLM Accuracy Monitoring from Decoding Entropy Traces in STEM

Beginner
Pedro Memoli Buffa, Luciano Del CorroJan 13arXiv

The paper introduces Entropy Sentinel, a simple way to watch how accurate an AI is by reading its “uncertainty heartbeat” during generation.

#LLM monitoring#entropy profile#top-k probabilities