Open Internet by MindsNet

Diffusion LLMs' Reasoning Limitations

Diffusion language models face challenges with logical connectors in reasoning tasks, often bypassing high-uncertainty connectors and collapsing the solution space. This limitation affects their performance on multi-step math and logical reasoning problems. The issue arises from arbitrary-order generation, which can lead to incorrect training signals.

Computing & Technology, Computer Science, Artificial Intelligence