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Advancing how machines understand and generate human language across speech, text, and translation.

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Date de publication

Publication

Empowering Language Models with Knowledge Graph Reasoning for Open-Domain Question Answering

Ziniu Hu, Yichong Xu, Wenhao Yu, Shuohang Wang, Ziyi Yang, Chenguang Zhu, Kai-Wei Chang, Yizhou Sun

Empirical Methods in Natural Language Processing | December 2022

Best Paper Award at SoCal NLP Symposium 2022

Publication

Clean Text and Full-Body Transformer: Microsoft’s Submission to the WMT22 Shared Task on Sign Language Translation

Subhadeep Dey, Abhilash Pal, Cyrine Chaabani, Oscar Koller

Proceedings of the Seventh Conference on Machine Translation | December 2022

Publication

Retrieval Augmentation for Commonsense Reasoning: A Unified Approach

Wenhao Yu, Chenguang Zhu, Zhihan Zhang, Shuohang Wang, Zhuosheng Zhang, Yuwei Fang, Meng Jiang

Empirical Methods in Natural Language Processing (EMNLP) 2022 | December 2022

Publication

When More Data Hurts: A Troubling Quirk in Developing Broad-Coverage Natural Language Understanding Systems

Elias Stengel-Eskin, Emmanouil Antonios Platanios, Adam Pauls, Sam Thomson, Hao Fang, Ben Van Durme, Jason Eisner, Yu Su

EMNLP 2022 | December 2022

Publication

M³ViT: Mixture-of-Experts Vision Transformer for Efficient Multi-task Learning with Model-Accelerator Co-design

Hanxue Liang, Zhiwen Fan, Rishov Sarkar, Ziyu Jiang, Tianlong Chen, Yu Cheng, Cong Hao, Zhangyang Wang

36th Annual Conference on Neural Information Processing System (NeurIPS 2022) | December 2022

Publication

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

Conference on Neural Information Processing Systems (NeurIPS) 2022 | November 2022

Publication

REVIVE: Regional Visual Representation Matters in Knowledge-Based Visual Question Answering

Yuanze Lin, Yujia Xie, Dongdong Chen, Yichong Xu, Chenguang Zhu, Lu Yuan

Conference on Neural Information Processing Systems (NeurIPS) 2022 | November 2022

Projet

Groupe

Le rôle du langage dans l’apprentissage et les interactions | Montréal

Créer des agents linguistiques interactifs qui comprennent les connaissances du monde qui les entoure, afin de communiquer avec les gens et d’habiliter ceux-ci. Ce thème de recherche explore comment les agents d’intelligence artificielle peuvent utiliser…

Publication

BioGPT: Generative Pre-trained Transformer for Biomedical Text Generation and Mining

Renqian Luo, Liai Sun, Yingce Xia, Tao Qin, Sheng Zhang, Hoifung Poon, Tie-Yan Liu

Briefings in Bioinformatics | November 2022, Vol 23(6)

Github

Publication

Unsupervised Learning of Hierarchical Conversation Structure

Bo-Ru Lu, Yushi Hu, Hao Cheng, Noah A. Smith, Mari Ostendorf

EMNLP 2022 | November 2022