Papers with continuous thought representations

1 papers
Towards Inference-time Scaling for Continuous Space Reasoning (2026.findings-acl)

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Challenge: Recent advances in reasoning large language models have expanded along training and inferencetime dimensions.
Approach: They propose to use COCONUT (CITATION) continuous space reasoning LM as the backbone to generate diverse reasoning paths through dropout-based sampling.
Outcome: The proposed method could enable performance gains similar to those observed in the discrete space, but only marginally improves in the continuous space.

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