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🚨 You are only evaluating a slice of your test-time scaling model's performance! 🚨 📈 We consider how models’ confidence in their answers changes as test-time compute increases. Reasoning longer helps models answer more confidently! 📝: arxiv.org/abs/2502.13962

New Workshop on Multimodal Augmented Generation via MultimodAl Retrieval (MAGMaR) to be held at @aclmeeting.bsky.social ACL in Vienna this summer. We have a new shared task that stumps most LLMs - including ones pretrained on our test collection. nlp.jhu.edu/magmar/