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arXiv:2605.07147v2 Announce Type: replace-cross Abstract: The ecosystem of Lean and Mathlib has become the de facto standard for large language model (LLM) assisted formal reasoning with remarkable successes in recent years. Those successes, however, only consume Mathlib as an essential…

arXiv:2605.11726v2 Announce Type: replace Abstract: Recently, reinforcement learning (RL) has been widely applied during post-training for diffusion large language models (dLLMs) to enhance reasoning with block-wise semi-autoregressive generation. Block size has therefore become a vital factor in dLLMs, since it…

arXiv:2601.19208v2 Announce Type: replace-cross Abstract: Semantic associations such as the link between “bird” and “flew” are foundational for language modeling as they enable models to go beyond memorization and instead generalize and generate coherent text. Understanding how these associations are…