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cs.AI2026
Sep-Latent: Separator Tokens as Natural Compression Anchors for Implicit Reasoning
Yinlong Xu, Jianfeng Huang, Zhengdong Zhou +5
Large Language Models (LLMs) have demonstrated remarkable success in complex reasoning through explicit Chain-of-Thought (CoT), but the associated computational overhead and token…
cs.AI2025
SHE: Stepwise Hybrid Examination Reinforcement Learning Framework for E-commerce Search Relevance
Pengkun Jiao, Yiming Jin, Jianhui Yang +6
Query-product relevance prediction is vital for AI-driven e-commerce, yet current LLM-based approaches face a dilemma: SFT and DPO struggle with long-tail generalization due to coa…