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

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

ChartVerse: Scaling Chart Reasoning via Reliable Programmatic Synthesis from Scratch

Zheng Liu, Honglin Lin et al.Jan 20arXiv

ChartVerse is a new way to make lots of tricky, realistic charts and perfectly checked questions so AI can learn to read charts better.

#Chart reasoning#Vision-Language Models#Rollout Posterior Entropy