Enhancing the Reasoning Capabilities of Small Language Models via Solution Guidance Fine-Tuning

1 code implementation • 13 Dec 2024 • Jing Bi, Yuting Wu, Weiwei Xing, Zhenjie Wei

To overcome these limitations, this paper introduce a new reasoning strategy Solution Guidance (SG) and a plug-and-play training paradigm Solution-Guidance Fine-Tuning (SGFT) for enhancing the reasoning capabilities of small language models.

Prompt Engineering

DRL4AOI: A DRL Framework for Semantic-aware AOI Segmentation in Location-Based Services

1 code implementation • 6 Dec 2024 • Youfang Lin, Jinji Fu, Haomin Wen, Jiyuan Wang, Zhenjie Wei, Yuting Qiang, Xiaowei Mao, Lixia Wu, Haoyuan Hu, Yuxuan Liang, Huaiyu Wan

We also present a representative implementation of DRL4AOI - TrajRL4AOI - for AOI segmentation in the logistics service.

Deep Reinforcement Learning Q-Learning +1

OverleafCopilot: Empowering Academic Writing in Overleaf with Large Language Models

1 code implementation • 13 Mar 2024 • Haomin Wen, Zhenjie Wei, Yan Lin, Jiyuan Wang, Yuxuan Liang, Huaiyu Wan

In this technical report, we explore the integration of LLMs and the popular academic writing tool, Overleaf, to enhance the efficiency and quality of academic writing.