Anaphora and coreference resolution: still a hard nut to crack? How far has it gone, what is its impact on NLP and what are the ways forward?
published: May 8, 2018, recorded: April 2018, views: 1100
released under terms of: Creative Commons Attribution (CC-BY)
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Anaphora and coreference resolution are arguably among the most challenging Natural Language Processing (NLP) tasks. Research in anaphora resolution and coreference resolution has focused almost exclusively on the development and intrinsic evaluation of various algorithms. While publications report positive results, the speaker shows that the replication of some of the best-known algorithms reveals reasons for concern in that the performance is far from ideal and the evaluation is far from transparent.
Anaphora and coreference resolution as tasks are crucial for the operation of NLP systems and should not be regarded in isolation but only in the wider picture of NLP applications. The extrinsic evaluation or the impact of an anaphora or coreference resolution module on a larger NLP system of which they are part, is an under-researched topic and several studies conducted by the speaker, seek to fill in this gap. More specifically, the speaker discusses whether anaphora and coreference resolution can improve (and if they can, to what extent?) or not the performance of four NLP applications: text summarisation, term extraction, text categorisation and textual entailment.
The presentation finishes with suggested ways forward as to how anaphora and coreference resolution can do better and outlines the latest related research of the author.
Download slides: jota_mitkov_anaphora_01.pdf (8.0 MB)
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Anaphora and coreference resolution are two important concepts in linguistics. They are used to determine the relationship between two or more entities in a sentence. Anaphora is a linguistic term that refers to the repetition of a word or phrase at the beginning of successive sentences, clauses, or phrases. Coreference resolution is the process of determining which entity in a sentence refers to which entity. I am about to write a detailed essay about this with the help of writers that I will hire after visiting https://domeanessay.com/ website because it will help me to read real reviews about that writer and know the public feedback about him.
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