2026
ChainGPT: Dual-Reasoning Model with Recurrent Depth and Multi-Rank State Updates
ICLR 2026poster
Large language models, constrained by the fixed-depth Transformer architecture, struggle to solve complex reasoning tasks in an end-to-end manner. Existing approaches, such as Chain of Thought, improve reasoning depth to some extent but rely heavily on natural language generation, with computational…