NSTM: Real-Time Query-Driven News Overview Composition at Bloomberg
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Abstract (arXiv)
Millions of news articles from hundreds of thousands of sources around the globe appear in news aggregators every day. Consuming such a volume of news presents an almost insurmountable challenge. For example, a reader searching on Bloomberg's system for news about the U.K. would find 10,000 articles on a typical day. Apple Inc., the world's most journalistically covered company, garners around 1,800 news articles a day. We realized that a new kind of summarization engine was needed, one that would condense large volumes of news into short, easy to absorb points. The system would filter out noise and duplicates to identify and summarize key news about companies, countries or markets. When given a user query, Bloomberg's solution, Key News Themes (or NSTM), leverages state-of-the-art semantic clustering techniques and novel summarization methods to produce comprehensive, yet concise, digests to dramatically simplify the news consumption process. NSTM is available to hundreds of thousands of readers around the world and serves thousands of requests daily with sub-second latency. At ACL 2020, we will present a demo of NSTM.
Key facts. Cited by 5 papers in the map (data through 7 Oct 2026). First posted on arXiv 1 Jun 2020.
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Citing papers per year: 2021: 2; 2022: 1; 2023: 2.
5 papers.
- 2021News Headline Grouping as a Challenging NLU Taskcited by 10
- 2023Designing and Evaluating Interfaces that Highlight News Coverage Diversity Using Discord Questionscited by 3
- 2021Cross-Register Projection for Headline Part of Speech Taggingcited by 1
- 2022Islander: A Real-Time News Monitoring and Analysis Systemcited by 0
- 2023Weakly Supervised Headline Dependency Parsingcited by 0
- 2023Designing and Evaluating Interfaces that Highlight News Coverage Diversity Using Discord Questions17 Feb 2023
- 2023Weakly Supervised Headline Dependency Parsing25 Jan 2023
- 2022Islander: A Real-Time News Monitoring and Analysis System25 Apr 2022
- 2021Cross-Register Projection for Headline Part of Speech Tagging15 Sep 2021
- 2021News Headline Grouping as a Challenging NLU Task12 May 2021