Human language technologies

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

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Published Date

Publication

AutoDistil: Few-shot Task-agnostic Neural Architecture Search for Distilling Large Language Models

Dongkuan Xu, Subhabrata (Subho) Mukherjee, Xiaodong Liu, Debadeepta Dey, Wenhui Wang, Xiang Zhang, Ahmed Awadallah, Jianfeng Gao

NeurIPS 2022 | December 2022

Project Project

Publication

RASAT: Integrating Relational Structures into Pretrained Seq2Seq Model for Text-to-SQL

Jiexing Qi, Jingyao Tang, Ziwei He, Yu Cheng, Chenghu Zhou, Xinbing Wang, Quanshi Zhang, Zhouhan Lin

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

Publication

AdaPrompt: Adaptive Model Training for Prompt-based NLP

Yulong Chen, Yang Liu, Li Dong, Shuohang Wang, Chenguang Zhu, Michael Zeng, Yue Zhang

Findings of Empirical Methods in Natural Language Processing (EMNLP), Abu Dhabi, the United Arab Emirates, 2022. | December 2022

Publication

Towards A Unified Multi-Dimensional Evaluator For Text Generation

Ming Zhong, Yang Liu, Da Yin, Yuning Mao, Yizhu Jiao, Pengfei Liu, Chenguang Zhu, Heng Ji, Jiawei Han

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

Publication

Impact of Pretraining Term Frequencies on Few-Shot Reasoning

Yasaman Razeghi, Robert L. Logan IV, Matt Gardner, Sameer Singh

Findings of EMNLP 2022 | December 2022

Publication

Rethinking the Video Sampling and Reasoning Strategies for Temporal Sentence Grounding

Jiahao Zhu, Daizong Liu, Pan Zhou, Yu Cheng, Song Yang, Wenzheng Xu, Yao Wan, Lichao Sun, Zeyu Xiong

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

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