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Towards Fast Adaptation of Pretrained Contrastive Models for Multi-channel Video-Language Retrieval



Xudong Lin , Simran Tiwari , Shiyuan Huang , Manling Li , Mike Zheng Shou , Heng Ji , Shih-Fu Chang

* Work in progress 

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Language Models with Image Descriptors are Strong Few-Shot Video-Language Learners



Zhenhailong Wang , Manling Li , Ruochen Xu , Luowei Zhou , Jie Lei , Xudong Lin , Shuohang Wang , Ziyi Yang , Chenguang Zhu , Derek Hoiem , Shih-Fu Chang , Mohit Bansal , Heng Ji


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Model-Agnostic Multitask Fine-tuning for Few-shot Vision-Language Transfer Learning



Zhenhailong Wang , Hang Yu , Manling Li , Han Zhao , Heng Ji

* 7 pages, 6 figures, under review 

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CLIP-Event: Connecting Text and Images with Event Structures



Manling Li , Ruochen Xu , Shuohang Wang , Luowei Zhou , Xudong Lin , Chenguang Zhu , Michael Zeng , Heng Ji , Shih-Fu Chang


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MuMuQA: Multimedia Multi-Hop News Question Answering via Cross-Media Knowledge Extraction and Grounding



Revanth Gangi Reddy , Xilin Rui , Manling Li , Xudong Lin , Haoyang Wen , Jaemin Cho , Lifu Huang , Mohit Bansal , Avirup Sil , Shih-Fu Chang , Alexander Schwing , Heng Ji

* To be presented at AAAI 2022 

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Joint Multimedia Event Extraction from Video and Article



Brian Chen , Xudong Lin , Christopher Thomas , Manling Li , Shoya Yoshida , Lovish Chum , Heng Ji , Shih-Fu Chang

* To be presented at EMNLP 2021 findings 

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Future is not One-dimensional: Graph Modeling based Complex Event Schema Induction for Event Prediction



Manling Li , Sha Li , Zhenhailong Wang , Lifu Huang , Kyunghyun Cho , Heng Ji , Jiawei Han , Clare Voss


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COVID-19 Literature Knowledge Graph Construction and Drug Repurposing Report Generation



Qingyun Wang , Manling Li , Xuan Wang , Nikolaus Parulian , Guangxing Han , Jiawei Ma , Jingxuan Tu , Ying Lin , Haoran Zhang , Weili Liu , Aabhas Chauhan , Yingjun Guan , Bangzheng Li , Ruisong Li , Xiangchen Song , Heng Ji , Jiawei Han , Shih-Fu Chang , James Pustejovsky , Jasmine Rah , David Liem , Ahmed Elsayed , Martha Palmer , Clare Voss , Cynthia Schneider , Boyan Onyshkevych

* 11 pages, submitted to ACL 2020 Workshop on Natural Language Processing for COVID-19 (NLP-COVID), for resources see http://blender.cs.illinois.edu/covid19/ 

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