Publications
2023
UNK-VQA: A Dataset and A Probe into Multi-modal Large Models’ Abstention Ability
Yanyang Guo, Fangkai Jiao, Zhiqi Shen, Liqiang Nie, Mohan Kankanhalli. Preprint.
[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]LogicLLM: Exploring Self-supervised Logic-enhanced Training for Large Language Models
Fangkai Jiao, Zhiyang Teng, Shafiq Joty, Bosheng Ding, Aixin Sun, Zhengyuan Liu, Nancy F. Chen. Preprint.
[Paper][Code]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. Preprint.
[Paper][Data]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]
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]