Papers by Lianlei Shan
Self-SoftCoT: A Self-Consistent Framework via Position-Aware Latent Space Reinforcement Learning (2026.acl-long)
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| Challenge: | Existing Continuous reasoning approaches rely on external auxiliary models, resulting in complex deployment and fractured inference pipelines. |
| Approach: | They propose a self-contained framework that enables a frozen LLM to internally generate and consume latent thoughts without external assistants. |
| Outcome: | The proposed framework outperforms SoftCoT models on five reasoning benchmarks. |