Search Results for author: Igor Malioutov

Found 6 papers, 3 papers with code

Cross-Register Projection for Headline Part of Speech Tagging

no code implementations EMNLP 2021 Adrian Benton, Hanyang Li, Igor Malioutov

However, the register of English news headlines, "headlinese", is very different from the register of long-form text, causing POS tagging models to underperform on headlines.

Open Information Extraction Part-Of-Speech Tagging +2

Learning Syntax from Naturally-Occurring Bracketings

1 code implementation NAACL 2021 Tianze Shi, Ozan İrsoy, Igor Malioutov, Lillian Lee

Naturally-occurring bracketings, such as answer fragments to natural language questions and hyperlinks on webpages, can reflect human syntactic intuition regarding phrasal boundaries.

Constituency Parsing

Diversity-Aware Batch Active Learning for Dependency Parsing

1 code implementation NAACL 2021 Tianze Shi, Adrian Benton, Igor Malioutov, Ozan İrsoy

While the predictive performance of modern statistical dependency parsers relies heavily on the availability of expensive expert-annotated treebank data, not all annotations contribute equally to the training of the parsers.

Active Learning Dependency Parsing +1

Semantic Role Labeling as Syntactic Dependency Parsing

1 code implementation EMNLP 2020 Tianze Shi, Igor Malioutov, Ozan İrsoy

We reduce the task of (span-based) PropBank-style semantic role labeling (SRL) to syntactic dependency parsing.

Dependency Parsing Semantic Role Labeling

NSTM: Real-Time Query-Driven News Overview Composition at Bloomberg

no code implementations ACL 2020 Joshua Bambrick, Minjie Xu, Andy Almonte, Igor Malioutov, Guim Perarnau, Vittorio Selo, Iat Chong Chan

Millions of news articles from hundreds of thousands of sources around the globe appear in news aggregators every day.

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