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AIME problems and solutions, 2025

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cs.AI 1

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2025 1

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Thinking Sparks!: Emergent Attention Heads in Reasoning Models During Post Training

cs.AI · 2025-09-30 · unverdicted · novelty 6.0

Post-training on reasoning tasks sparks the emergence of specialized attention heads that enable structured computation, with SFT adding stable heads while GRPO uses dynamic activation and pruning tied to reward signals, and controllable think models relying on compensatory heads instead of specific

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  • Thinking Sparks!: Emergent Attention Heads in Reasoning Models During Post Training cs.AI · 2025-09-30 · unverdicted · none · ref 3

    Post-training on reasoning tasks sparks the emergence of specialized attention heads that enable structured computation, with SFT adding stable heads while GRPO uses dynamic activation and pruning tied to reward signals, and controllable think models relying on compensatory heads instead of specific