Author

Fenglong Ma

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#machine learning Preprint Oct 2026

Progress-Aware Distillation for Mitigating Stagnation in Small Language Model Agents

While LLM-based agent systems have demonstrated remarkable proficiency in reasoning and solving complex real-world tasks, they also come with substantial token consumption and inference latency, limiting their practical deployment. To enhance the efficiency of agent systems, recent efforts have focused on transferring...

Yuan-Pu Cao, Saket Sathe, Hanyu Wang et al. · 0 citations

Jul 2026

KAMR: Grounding Generation via Knowledge-Aligned Multi-hop Retrieval

A knowledge-aligned multi-hop retriever, KAMR, which distinguishes anchor triplets that are strongly constrained by the query from connected triplets that are weakly aligned yet structurally linked to the anchors, which consistently improves multi-hop retrieval and downstream question answering performance.

Xiaochen Wang, Yuan Zhong, Haoyu Wang et al. · arXiv.org · 0 citations