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        <title>Incremental Natural Language Processing: Challenges, Strategies, and Evaluation</title>
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        <namePart type="given">Arne</namePart>
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            <namePart type="given">Emily</namePart>
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    <abstract>Incrementality is ubiquitous in human-human interaction and beneficial for human-computer interaction. It has been a topic of research in different parts of the NLP community, mostly with focus on the specific topic at hand even though incremental systems have to deal with similar challenges regardless of domain. In this survey, I consolidate and categorize the approaches, identifying similarities and differences in the computation and data, and show trade-offs that have to be considered. A focus lies on evaluating incremental systems because the standard metrics often fail to capture the incremental properties of a system and coming up with a suitable evaluation scheme is non-trivial.</abstract>
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%0 Conference Proceedings
%T Incremental Natural Language Processing: Challenges, Strategies, and Evaluation
%A Köhn, Arne
%Y Bender, Emily M.
%Y Derczynski, Leon
%Y Isabelle, Pierre
%S Proceedings of the 27th International Conference on Computational Linguistics
%D 2018
%8 August
%I Association for Computational Linguistics
%C Santa Fe, New Mexico, USA
%F kohn-2018-incremental
%X Incrementality is ubiquitous in human-human interaction and beneficial for human-computer interaction. It has been a topic of research in different parts of the NLP community, mostly with focus on the specific topic at hand even though incremental systems have to deal with similar challenges regardless of domain. In this survey, I consolidate and categorize the approaches, identifying similarities and differences in the computation and data, and show trade-offs that have to be considered. A focus lies on evaluating incremental systems because the standard metrics often fail to capture the incremental properties of a system and coming up with a suitable evaluation scheme is non-trivial.
%U https://aclanthology.org/C18-1253
%P 2990-3003

Markdown (Informal)

[Incremental Natural Language Processing: Challenges, Strategies, and Evaluation](https://aclanthology.org/C18-1253) (Köhn, COLING 2018)

• Incremental Natural Language Processing: Challenges, Strategies, and Evaluation (Köhn, COLING 2018)

ACL

• Arne Köhn. 2018. Incremental Natural Language Processing: Challenges, Strategies, and Evaluation. In Proceedings of the 27th International Conference on Computational Linguistics, pages 2990–3003, Santa Fe, New Mexico, USA. Association for Computational Linguistics.