Publications
2024
The VLLMSafety Paradox: Dual Ease in Jailbreak Attack and Defense
Yangyang Guo, Fangkai Jiao, Liqiang Nie, Mohan Kankanhalli, Preprint.
[Paper][Code]Can We Further Elicit Reasoning in LLMs? Critic-Guided Planning with Retrieval-Augmentation for Solving Challenging Tasks
Xingxuan Li, Weiwen Xu, Ruochen Zhao, Fangkai Jiao, Shafiq Joty, Lidong Bing. Preprint.
[Paper]Preference Optimization for Reasoning with Pseudo Feedback
Fangkai Jiao, Geyang Guo, Xingxing Zhang, Nancy F. Chen, Shafiq Joty, Furu Wei. Preprint.
[Paper]Describe-then-Reason: Improving Multimodal Mathematical Reasoning through Visual Comprehension Training
Mengzhao Jia, Zhihan Zhang, Wenhao Yu, Fangkai Jiao, Meng Jiang. Preprint.
[Paper]Relevant or Random: Can LLMs Truly Perform Analogical Reasoning?
Chengwei Qin*, Wenhan Xia*, Tan Wang*, Fangkai Jiao, Yuchen Hu, Bosheng Ding, Ruirui Chen, Shafiq Joty. Preprint.
[Paper]Learning Planning-based Reasoning by Trajectories Collection and Process Reward Synthesizing
Fangkai Jiao, Chengwei Qin, Zhengyuan Liu, Nancy F. Chen, Shafiq Joty. EMNLP 2024 (Outstanding Paper Award).
[Paper][Code & Data & Weights]How Much are LLMs Contaminated? A Comprehensive Survey and the LLMSanitize Library
Mathieu Ravaut*, Bosheng Ding*, Fangkai Jiao, Hailin Chen, Xingxuan Li, Ruochen Zhao, Chengwei Qin, Caiming Xiong, Shafiq Joty. Preprint.
[Paper][Repository]
2023
Improving In-context Learning via Bidirectional Alignment
Chengwei Qin, Wenhan Xia, Fangkai Jiao, Shafiq Joty. Preprint..
[Paper]UNK-VQA: A Dataset and A Probe into Multi-modal Large Models’ Abstention Ability
Yanyang Guo, Fangkai Jiao, Zhiqi Shen, Liqiang Nie, Mohan Kankanhalli. TPAMI.
[Paper][Data]Retrieving Multimodal Information for Augmented Generation: A Survey
Ruochen Zhao, Hailin Chen, Weishi Wang, Fangkai Jiao, Xuan Long Do, Chengwei Qin, Bosheng Ding, Xiaobao Guo, Minzhi Li, Xingxuan Li, Shafiq Joty. Findings of EMNLP 2023.
[Paper]Exploring Self-supervised Logic-enhanced Training for Large Language Models
Fangkai Jiao, Zhiyang Teng, Bosheng Ding, Zhengyuan Liu, Nancy F. Chen, Shafiq Joty. NAACL 2024.
[Paper][Code & Data & Weights]SeaEval for Multilingual Foundation Models: From Cross-Lingual Alignment to Cultural Reasoning
Bin Wang*, Zhengyuan Liu*, Xin Huang, Fangkai Jiao, Yang Ding, Ai Ti Aw, Nancy F. Chen. NAACL 2024.
[Paper][Data][Leaderboard]ChatGPT’s One-year Anniversary: Are Open-Source Large Language Models Catching up?
Hailin Chen*, Fangkai Jiao*, Xingxuan Li*, Chengwei Qin*, Mathieu Ravaut*, Ruochen Zhao*, Caiming Xiong, Shafiq Joty. Preprint.
[Paper][Repository]
2022
MERIt: Meta-Path Guided Contrastive Learning for Logical Reasoning
Fangkai Jiao, Yangyang Guo, Xuemeng Song and Liqiang Nie. ACL 2022 (Findings).
[Paper] [Code] [Poster]Personalized Fashion Compatibility Modeling via Metapath-guided Heterogeneous Graph Learning
Weili Guan, Fangkai Jiao, Xuemeng Song, Haokun Wen, Chung-Hsing Yeh and Xiaojun Chang. SIGIR 2022.
[Paper] [Code]Enhanced Multi-domain Dialogue State Tracker with Second-order Slot Interactions
Fangkai Jiao, Yangyang Guo, Minlie Huang, and Liqiang Nie. IEEE/ACM TASL 2022.
[Paper] [Code]
2021
REPT: Bridging Language Models and Machine Reading Comprehension via Retrieval-Based Pre-training
Fangkai Jiao, Yangyang Guo, Yilin Niu, Feng Ji, Feng-Lin Li and Liqiang Nie. ACL 2021 (Findings).
[Paper] [Code]Conversational Image Search
Liqiang Nie, Fangkai Jiao, Wenjie Wang, Yinglong Wang, and Qi Tian. IEEE TIP 2021.
[Paper] [Code]