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.
Tool
MIcrosoft News Dataset (MIND)
MIcrosoft News Dataset (MIND) is a large-scale dataset for news recommendation research. It was collected from anonymized behavior logs of Microsoft News website. The mission of MIND is to serve as a benchmark dataset for…
Project
Trustworthy AI
In recent times, the explosion of information from a variety of sources and cutting edge techniques such as Deepfake have made it increasingly important to check the credibility and reliability of the data. Large volumes…
Project
Learning with Weak Supervision
The need for labeled data is one of the largest bottlenecks in training supervised learning models like deep neural networks. This is especially the case for many real-world tasks where large scale annotated examples are…
Project
Few-shot Learning
Deep neural networks including pre-trained language models like BERT, Turing-NLG and GPT-3 require thousands of labeled training examples to obtain state-of-the-art performance for downstream tasks and applications. Such large number of labeled examples are difficult…
Project
Knowledge Distillation
Modern machine learning applications have enjoyed a great boost utilizing deep and large neural network models, allowing them to achieve state-of-the-art results on a wide range of tasks such as question-answering, conversational AI, search and…
Event
Microsoft at ACL 2020
Microsoft is proud to be a Diversity and Inclusion Champion sponsor of the 58th Annual Meeting of the Association for Computational Linguistics (ACL) happening on July 5-10, 2020. See the details on our contributions to…
