OS-Genesis: Automating GUI Agent Trajectory Construction via Reverse Task Synthesis 🤖🧬

Qiushi Sun^*, Kanzhi Cheng^*, Zichen Ding^*, Chuanyang Jin^*, Yian Wang, Fangzhi Xu, Zhenyu Wu, Chengyou Jia, Liheng Chen, Zhoumianze Liu, Ben Kao, Guohao Li, Junxian He, Yu Qiao, Zhiyong Wu

[Paper] | [Slides] | [Project] | [Models & Data]

• Shift from task-driven to interaction-driven GUI data synthesis 🤖
• A manual-free data synthesis pipeline for diverse GUI trajectories 🧬
• Great performance on online mobile/web benchmarks 📊

A Survey of Neural Code Intelligence: Paradigms, Advances and Beyond 🔥🔥

Qiushi Sun, Zhirui Chen, Fangzhi Xu, Chang Ma, Kanzhi Cheng, Zhangyue Yin, Jianing Wang, Chengcheng Han, Renyu Zhu, Shuai Yuan, Pengcheng Yin, Qipeng Guo, Xipeng Qiu, Xiaoli Li, Fei Yuan, Lingpeng Kong, Xiang Li, Zhiyong Wu

[Paper] | [Slides] | [Project] | [Video] |

• Follow LMs for code as a thread to trace the field’s development 🚀
• Explore cross-domain synergies and opportunities 🌱
• Present a broad array of promising research avenues 💡

Interactive Evolution: A Neural-Symbolic Self-Training Framework for Large Language Models

Fangzhi Xu, Qiushi Sun, Kanzhi Cheng, Jun Liu, Yu Qiao, Zhiyong Wu.

Project

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Reasoning in Flux: Enhancing Large Language Models Reasoning through Uncertainty-aware Adaptive Guidance

Zhangyue Yin, Qiushi Sun, Qipeng Guo, Zhiyuan Zeng, Xiaonan Li, Junqi Dai, Qinyuan Cheng, Xuanjing Huang, Xipeng Qiu

Project

• CoK

KS-Lottery: Finding Certified Lottery Tickets for Multilingual Language Models

Fei Yuan, Chang Ma, Shuai Yuan, Qiushi Sun, Lei Li.

Project

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SeeClick: Harnessing GUI Grounding for Advanced Visual GUI Agents

Kanzhi Cheng, Qiushi Sun, Yougang Chu, Fangzhi Xu, Yantao Li, Jianbing Zhang, Zhiyong Wu.

Project

• Seeclick

Symbol-LLM: Towards Foundational Symbol-centric Interface For Large Language Models

Fangzhi Xu, Zhiyong Wu, Qiushi Sun, Siyu Ren, Fei Yuan, Shuai Yuan, Qika Lin, Yu Qiao and Jun Liu.

Project

• SymbolLLM

Corex: Pushing the Boundaries of Complex Reasoning through Multi-Model Collaboration

Qiushi Sun, Zhangyue Yin, Xiang Li, Zhiyong Wu, Xipeng Qiu and Lingpeng Kong.

Project

• Corex

Rethinking the Role of Structural Information: How It Enhances Code Representation Learning?

Qiushi Sun, Nuo Chen, Jianing Wang and Xiaoli Li.

Project

• CoK

Boosting Language Models Reasoning with Chain-of-Knowledge Prompting

Jianing Wang^*, Qiushi Sun^*, Xiang Li and Ming Gao.

Project

• CoK

Make Prompt-based Black-Box Tuning Colorful: Boosting Model Generalization from Three Orthogonal Perspectives

Qiushi Sun, Chengcheng Han, Nuo Chen, Renyu Zhu, Jingyang Gong, Xiang Li and Ming Gao.

🥈 100K RMB Award-winning Solution

Project

• International Algorithm Case Competition: PLM Tuning, Second Prize, Guangdong-Hong Kong-Macao Greater Bay Area

HugNLP: A Unified and Comprehensive Library for Natural Language Processing

Jianing Wang, Nuo Chen, Qiushi Sun, Wenkang Huang, Chengyu Wang and Ming Gao.

🏆 Best Demo Paper Award

Project

• HugNLP

Do Large Language Models Know What They Don’t Know?

Zhangyue Yin, Qiushi Sun, Qipeng Guo, Jiawen Wu, Xipeng Qiu and Xuanjing Huang.

Project

• LLMSA

CAT-probing: A Metric-based Approach to Interpret How Pre-trained Models for Programming Language Attend Code Structure

Nuo Chen^*, Qiushi Sun^*, Renyu Zhu^*, Xiang Li, Xuesong Lu and Ming Gao.

Project

• cat-probing