Human language technologies

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

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Published Date

Publication

LiteTransformerSearch: Training-free On-device Search for Efficient Autoregressive Language Models

Mojan Javaheripi, Shital Shah, Subhabrata (Subho) Mukherjee, Tomasz L. Religa, Caio C. T. Mendes, Gustavo H. de Rosa, Sébastien Bubeck, Farinaz Koushanfar, Debadeepta Dey

NeurIPS 2022 | December 2022

Project

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

SoftCorrect: Error Correction with Soft Detection for Automatic Speech Recognition

Yichong Leng, Xu Tan, Wenjie Liu, Kaitao Song, Rui Wang, Xiang-Yang Li, Tao Qin, Edward Lin, Tie-Yan Liu

The 37th AAAI Conference on Artificial Intelligence | December 2022

Publication

Topic Segmentation in the Wild: Towards Segmentation of Semi-structured & Unstructured Chats

Reshmi Ghosh, Harjeet Singh Kajal, Sharanya Kamath, Dhuri Shrivastava, Samyadeep Basu, Soundararajan Srinivasan

Neural Information Processing Systems | 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