Jiawei Han

Multi-LoRA Composition for Image Generation

Ming Zhong, Yelong Shen, Shuohang Wang, Yadong Lu, Yizhu Jiao, Siru Ouyang, Donghan Yu, Jiawei Han, Weizhu Chen

Comments Transactions on Machine Learning Research (TMLR), 2024

Instruct, Not Assist: LLM-based Multi-Turn Planning and Hierarchical Questioning for Socratic Code Debugging

Priyanka Kargupta, Ishika Agarwal, Dilek Hakkani-Tur, Jiawei Han

Comments Code available at: https://github.com/agarwalishika/TreeInstruct Accepted at EMNLP'24 Findings

Model Tells You What to Discard: Adaptive KV Cache Compression for LLMs

Suyu Ge, Yunan Zhang, Liyuan Liu, Minjia Zhang, Jiawei Han, Jianfeng Gao

Comments ICLR 2024

KG-FIT: Knowledge Graph Fine-Tuning Upon Open-World Knowledge

Pengcheng Jiang, Lang Cao, Cao Xiao, Parminder Bhatia, Jimeng Sun, Jiawei Han

Comments NeurIPS 2024

Taxonomy-guided Semantic Indexing for Academic Paper Search

SeongKu Kang, Yunyi Zhang, Pengcheng Jiang, Dongha Lee, Jiawei Han, Hwanjo Yu

Comments EMNLP'24

Grasping the Essentials: Tailoring Large Language Models for Zero-Shot Relation Extraction

Sizhe Zhou, Yu Meng, Bowen Jin, Jiawei Han

Comments 25 pages, 20 Tables, 9 Figures; Accepted to EMNLP 2024

Schema-Guided Culture-Aware Complex Event Simulation with Multi-Agent Role-Play

Sha Li, Revanth Gangi Reddy, Khanh Duy Nguyen, Qingyun Wang, May Fung, Chi Han, Jiawei Han, Kartik Natarajan, Clare R. Voss, Heng Ji

Comments Accepted as EMNLP 2024 Demo

Temperature-Centric Investigation of Speculative Decoding with Knowledge Distillation

Siru Ouyang, Shuohang Wang, Minhao Jiang, Ming Zhong, Donghan Yu, Jiawei Han, Yelong Shen

Comments EMNLP 2024 Findings

InstructG2I: Synthesizing Images from Multimodal Attributed Graphs

Bowen Jin, Ziqi Pang, Bingjun Guo, Yu-Xiong Wang, Jiaxuan You, Jiawei Han

Comments 16 pages

Journal ref NeurIPs 2024

Long-Context LLMs Meet RAG: Overcoming Challenges for Long Inputs in RAG

Bowen Jin, Jinsung Yoon, Jiawei Han, Sercan O. Arik

Comments 34 pages

Survey of Query-based Text Summarization

Hang Yu, Jiawei Han

Subspace Prototype Guidance for Mitigating Class Imbalance in Point Cloud Semantic Segmentation

Jiawei Han, Kaiqi Liu, Wei Li, Guangzhi Chen

Comments This paper is accepted by ECCV2024 at https://eccv.ecva.net/virtual/2024/poster/2272

Law of the Weakest Link: Cross Capabilities of Large Language Models

Ming Zhong, Aston Zhang, Xuewei Wang, Rui Hou, Wenhan Xiong, Chenguang Zhu, Zhengxing Chen, Liang Tan, Chloe Bi, Mike Lewis, Sravya Popuri, Sharan Narang, Melanie Kambadur, Dhruv Mahajan, Sergey Edunov, Jiawei Han, Laurens van der Maaten

Comments Data, Code, & Benchmark: www.llm-cross-capabilities.org

Graph Chain-of-Thought: Augmenting Large Language Models by Reasoning on Graphs

Bowen Jin, Chulin Xie, Jiawei Zhang, Kashob Kumar Roy, Yu Zhang, Zheng Li, Ruirui Li, Xianfeng Tang, Suhang Wang, Yu Meng, Jiawei Han

Comments 21 pages. Code: https://github.com/PeterGriffinJin/Graph-CoT

Journal ref ACL 2024

A Comprehensive Survey of Scientific Large Language Models and Their Applications in Scientific Discovery

Yu Zhang, Xiusi Chen, Bowen Jin, Sheng Wang, Shuiwang Ji, Wei Wang, Jiawei Han

Comments 35 pages; Accepted to EMNLP 2024 (Project Page: https://github.com/yuzhimanhua/Awesome-Scientific-Language-Models)

TrustLLM: Trustworthiness in Large Language Models

Yue Huang, Lichao Sun, Haoran Wang, Siyuan Wu, Qihui Zhang, Yuan Li, Chujie Gao, Yixin Huang, Wenhan Lyu, Yixuan Zhang, Xiner Li, Zhengliang Liu, Yixin Liu, Yijue Wang, Zhikun Zhang, Bertie Vidgen, Bhavya Kailkhura, Caiming Xiong, Chaowei Xiao, Chunyuan Li, Eric Xing, Furong Huang, Hao Liu, Heng Ji, Hongyi Wang, Huan Zhang, Huaxiu Yao, Manolis Kellis, Marinka Zitnik, Meng Jiang, Mohit Bansal, James Zou, Jian Pei, Jian Liu, Jianfeng Gao, Jiawei Han, Jieyu Zhao, Jiliang Tang, Jindong Wang, Joaquin Vanschoren, John Mitchell, Kai Shu, Kaidi Xu, Kai-Wei Chang, Lifang He, Lifu Huang, Michael Backes, Neil Zhenqiang Gong, Philip S. Yu, Pin-Yu Chen, Quanquan Gu, Ran Xu, Rex Ying, Shuiwang Ji, Suman Jana, Tianlong Chen, Tianming Liu, Tianyi Zhou, William Wang, Xiang Li, Xiangliang Zhang, Xiao Wang, Xing Xie, Xun Chen, Xuyu Wang, Yan Liu, Yanfang Ye, Yinzhi Cao, Yong Chen, Yue Zhao

Comments This work is still under work and we welcome your contribution

Are Large Language Models Really Good Logical Reasoners? A Comprehensive Evaluation and Beyond

Fangzhi Xu, Qika Lin, Jiawei Han, Tianzhe Zhao, Jun Liu, Erik Cambria

Comments 37 pages, 16 figures

Investigating Instruction Tuning Large Language Models on Graphs

Kerui Zhu, Bo-Wei Huang, Bowen Jin, Yizhu Jiao, Ming Zhong, Kevin Chang, Shou-De Lin, Jiawei Han

Comments COLM 2024

Establishing Knowledge Preference in Language Models

Sizhe Zhou, Sha Li, Yu Meng, Yizhu Jiao, Heng Ji, Jiawei Han

Comments 27 pages, 8 figures, 23 tables, working in progress

Learning Multiplex Representations on Text-Attributed Graphs with One Language Model Encoder

Bowen Jin, Wentao Zhang, Yu Zhang, Yu Meng, Han Zhao, Jiawei Han

Comments 9 pages, 11 appendix pages

F-FOMAML: GNN-Enhanced Meta-Learning for Peak Period Demand Forecasting with Proxy Data

Zexing Xu, Linjun Zhang, Sitan Yang, Rasoul Etesami, Hanghang Tong, Huan Zhang, Jiawei Han

Preliminary Design of a General Electronics Platform for Accelerator Facilities

Jinfu Zhu, Hongli Ding, Haokui Li, Qiaoye Ran, Xiwen Dai, Wei Li, Jiawei Han, Yue Li, Zhiyuan Zhang, Weixin Qiu, Weiqing Zhang

Comments 3 pages, 4 figures, 2024 IEEE Real-Time Conference

Language Models As Semantic Indexers

Bowen Jin, Hansi Zeng, Guoyin Wang, Xiusi Chen, Tianxin Wei, Ruirui Li, Zhengyang Wang, Zheng Li, Yang Li, Hanqing Lu, Suhang Wang, Jiawei Han, Xianfeng Tang

Comments 10 pages, 5 appendix pages

OntoType: Ontology-Guided and Pre-Trained Language Model Assisted Fine-Grained Entity Typing

Tanay Komarlu, Minhao Jiang, Xuan Wang, Jiawei Han

Chem-FINESE: Validating Fine-Grained Few-shot Entity Extraction through Text Reconstruction

Qingyun Wang, Zixuan Zhang, Hongxiang Li, Xuan Liu, Jiawei Han, Huimin Zhao, Heng Ji

Comments 16 pages. Accepted by Findings of the Association for Computational Linguistics: EACL 2024. Code and resources are available at https://github.com/EagleW/Chem-FINESE

PathReasoner: Modeling Reasoning Path with Equivalent Extension for Logical Question Answering

Fangzhi Xu, Qika Lin, Tianzhe Zhao, Jiawei Han, Jun Liu

Comments Accepted by ACL 2024

MolCRAFT: Structure-Based Drug Design in Continuous Parameter Space

Yanru Qu, Keyue Qiu, Yuxuan Song, Jingjing Gong, Jiawei Han, Mingyue Zheng, Hao Zhou, Wei-Ying Ma

Comments Accepted to ICML 2024

Seeking Neural Nuggets: Knowledge Transfer in Large Language Models from a Parametric Perspective

Ming Zhong, Chenxin An, Weizhu Chen, Jiawei Han, Pengcheng He

Comments ICLR 2024

Automated Construction of Theme-specific Knowledge Graphs

Linyi Ding, Sizhe Zhou, Jinfeng Xiao, Jiawei Han

Representation Deficiency in Masked Language Modeling

Yu Meng, Jitin Krishnan, Sinong Wang, Qifan Wang, Yuning Mao, Han Fang, Marjan Ghazvininejad, Jiawei Han, Luke Zettlemoyer

Comments ICLR 2024