Coevolutionary Continuous Discrete Diffusion: Make Your Diffusion Language Model a Latent Reasoner
Cai Zhou · Chenxiao Yang · Yi Hu · Chenyu Wang · Chubin Zhang · Muhan Zhang · Lester Mackey · Tommi Jaakkola · Stephen Bates · Dinghuai Zhang
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Cai Zhou · Chenxiao Yang · Yi Hu · Chenyu Wang · Chubin Zhang · Muhan Zhang · Lester Mackey · Tommi Jaakkola · Stephen Bates · Dinghuai Zhang
Yi Hu · Jiaqi Gu · Ruxin Wang · Zijun Yao · Hao Peng · Xiaobao Wu · Jianhui Chen · Muhan Zhang · Liangming Pan
Reinforcement learning (RL) has catalyzed the emergence of Large Reasoning Models (LRMs) that have pushed reasoning capabilities to new heights. While their performance has garnered significant excitement, exploring the internal mechanisms driving these behaviors has become an equally critical re...
Shuyang Hou · Yi Hu · Muhan Zhang
Recent advancements in large language models (LLMs) have significantly enhanced their reasoning capabilities. However, they continue to struggle with basic character-level tasks, such as counting letters in words—a problem rooted in their tokenization process. While existing benchmarks have highl...