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20242026
most citedCMAT: A Multi-Agent Collaboration Tuning Framework for Enhancing Small Language Models

2 citations · 4 across the 9 of their papers we have counts for

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6 papers · 1 filter

cs.CL2025

MARS: Memory-Enhanced Agents with Reflective Self-improvement

Xuechen Liang, Meiling Tao, Yinghui Xia +8

Large language models (LLMs) have made significant advances in the field of natural language processing, but they still face challenges such as continuous decision-making, lack of…

cs.CL2024

Self-evolving Agents with reflective and memory-augmented abilities

Xuechen Liang, Yangfan He, Yinghui Xia +11

Large language models (LLMs) have made significant advances in the field of natural language processing, but they still face challenges such as continuous decision-making. In this…

cs.CL2024

LanguaShrink: Reducing Token Overhead with Psycholinguistics

Xuechen Liang, Meiling Tao, Yinghui Xia +3

As large language models (LLMs) improve their capabilities in handling complex tasks, the issues of computational cost and efficiency due to long prompts are becoming increasingly…

cs.CL2024

AICoderEval: Improving AI Domain Code Generation of Large Language Models

Yinghui Xia, Yuyan Chen, Tianyu Shi +2

Automated code generation is a pivotal capability of large language models (LLMs). However, assessing this capability in real-world scenarios remains challenging. Previous methods…

cs.CL2024★ 2 cited

CMAT: A Multi-Agent Collaboration Tuning Framework for Enhancing Small Language Models

Xuechen Liang, Yangfan He, Meiling Tao +5

Open large language models (LLMs) have significantly advanced the field of natural language processing, showcasing impressive performance across various tasks.Despite the significa…

cs.CL2024★ 1 cited

RoleCraft-GLM: Advancing Personalized Role-Playing in Large Language Models

Meiling Tao, Xuechen Liang, Tianyu Shi +2

This study presents RoleCraft-GLM, an innovative framework aimed at enhancing personalized role-playing with Large Language Models (LLMs). RoleCraft-GLM addresses the key issue of…