Resolving Discourse Deictic Anaphora in Dialogues
What it is about
The paper addresses anaphora in spoken dialogue, using five Switchboard telephone conversations (three for testing). Only 45% of anaphors in that corpus have a noun-phrase antecedent; about 23% are discourse deictic (they refer to a clause, a verb phrase or a stretch of talk), about 19% are inferrable-evoked plural pronouns, and about 13% are vague. The method first classifies each pronoun or demonstrative as individual, discourse deictic or vague, using the type of the predicate it sits under (propositional-attitude verbs, copulas such as "is true", and "do"). It then resolves it against a ranked context: a list of abstract referents, the clause to the left, the previous turn, and the previous sentence. Dialogue is split into initiations and acknowledgements, and an entity enters the discourse model only when the other speaker acknowledges it. Precision on abstract anaphora is 63.6% and recall 70%, and the authors say precision is low because the classification step is weak.
Ideas
- I1. Classify before resolving. In
coref, assign an anaphor type from the UD structure first: a pronoun under a clausal complement of a verb like "know", or under a copula with "true" or "right", skips noun-phrase candidates and goes to clause candidates. Measure the type classification on a dialogue set we may use, and resolve only after the type is fixed. - I2. Acknowledgement gate for dialogue. In the dialogue lessons (chapter 38), an entity from an utterance that gets no acknowledgement stays out of the candidate list for the next turn. Test on our own dialogue lessons with and without the gate, two identical runs, two-fold
cv. - I3. A ranked context list with the slot named in the output: abstract list, same clause to the left, previous clause, previous sentence. The explain output then says which slot won, which is what Mova already aims for.
- I4. Build verb-type lists for Mova from our own lexicon: which verbs take a sentential complement, which copula adjectives apply only to propositions ("true", "wrong", "right"). The paper says such lists are the weak part; use them as data in
en, with a source note for each entry.
For Mova
The chapters are 35. Reference and coreference and 38. Dialogue, discourse markers and reported speech. The code is coref/src/mention.rs and coref/src/sieve.rs, plus the verb lists in en. The Switchboard corpus is LDC-licensed: tests only, and never in a release. Build any dialogue test set from our own or open material.
Cite
@inproceedings{eckert1999resolving,
title = {{Resolving Discourse Deictic Anaphora in Dialogues}},
author = {Eckert, Miriam and Strube, Michael},
booktitle = {Ninth Conference of the European Chapter of the Association for Computational Linguistics},
year = {1999},
doi = {10.3115/977035.977042},
url = {https://doi.org/10.3115/977035.977042}
}References
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