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All SourcesarXiv
#STEM reasoning

Golden Goose: A Simple Trick to Synthesize Unlimited RLVR Tasks from Unverifiable Internet Text

Intermediate
Ximing Lu, David Acuna et al.Jan 30arXiv

Golden Goose turns messy internet text into clean multiple-choice puzzles that computers can learn from and get automatic rewards for.

#Reinforcement Learning with Verifiable Rewards#Golden Goose#GooseReason-0.7M

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