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.
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.
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.
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.
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.
no code implementations • 25 Jan 2023 • Adrian Benton, Tianze Shi, Ozan İrsoy, Igor Malioutov
English news headlines form a register with unique syntactic properties that have been documented in linguistics literature since the 1930s.