Human language technologies

Researching software and systems that bridge the linguistic divide between people and machines to make communicating with computers as natural as speaking with family and friends.

Lydia Nishimwe's MSR Africa, Nairobi seminar

Making Sentence Embeddings Robust to User-Generated Content | Video

Microsoft Research Forum | Episode 3 | Daniela Massiceti

Insights into the Challenges and Opportunities of Large Multi-Modal Models for Blind and Low Vision Users: CLIP

Project GraphRAG | LLM-Derived Knowledge Graphs

Microsoft Research Forum | Episode 3 | panel discussion

PARIKSHA: A Scalable, Democratic, Transparent Evaluation Platform for Assessing Indic Large Language Models

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Published Date

Publication

Edinburgh’s Submission to the WMT 2022 Efficiency Task

Nikolay Bogoychev, Maximiliana Behnke, J. van der Linde, Graeme Nail, Kenneth Heafield, Biao Zhang, Sidharth Kashyap

Proceedings of the Seventh Conference on Machine Translation (WMT) | December 2022

Tool

DeFacto: Natural Language Generation from Natural Interactions

DeFacto is a dataset containing human demonstrations and feedback for improving the factual consistency of text summarization.

GitHub

Publication

Efficient Long Sequence Modeling via State Space Augmented Transformer

Simiao Zuo, Xiaodong Liu, Jian Jiao, Denis Charles, Eren Manavoglu, Tuo Zhao, Jianfeng Gao

December 2022

Preprint

Github

Publication

Advancing end-to-end automatic speech recognition and beyond

Jinyu Li

International Symposium on Chinese Spoken Language Processing | December 2022

Publication

AdaMix: Mixture-of-Adaptations for Parameter-efficient Model Tuning

Yaqing Wang, Sahaj Agarwal, Subhabrata (Subho) Mukherjee, Xiaodong Liu, Jing Gao, Ahmed Awadallah, Jianfeng Gao

EMNLP | December 2022

Project

Publication

Towards Robust Numerical Question Answering: Diagnosing Numerical Capabilities of NLP Systems

Jialiang Xu, Mengyu Zhou, Xinyi He, Shi Han, Dongmei Zhang

The 2022 Conference on Empirical Methods in Natural Language Processing (EMNLP ’22) | December 2022

Publication

Invariant Language Modeling

Maxim Peyrard, Sarvjeet Singh Ghotra, Martin Josifoski, Vidhan Agarwal, Barun Patra, Dean Carignan, Emre Kiciman, Saurabh Tiwary, Robert West

2022 Empirical Methods in Natural Language Processing | December 2022

Event

EMNLP 2022

December 7, 2022 – December 12, 2022 | Hybrid | Abu Dhabi

Microsoft is proud to be a sponsor of the 2022 Conference on Empirical Methods in Natural Language Processing (opens in new tab). The booth schedule will be posted here when available. Hao Fang Hoifung Poon…

Publication

FormLM: Recommending Creation Ideas for Online Forms by Modelling Semantic and Structural Information

Yijia Shao, Mengyu Zhou, Yifan Zhong, Tao Wu, Hongwei Han, Shi Han, Gideon Huang, Dongmei Zhang

The 2022 Conference on Empirical Methods in Natural Language Processing (EMNLP ’22) | 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

Human language technologies

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