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1
Crowdsourcing and Aggregating Nested Markable Annotations
Madge, Chris; Yu, Juntao; Chamberlain, Jon; Kruschwitz, Udo; Paun, Silviu; Poesio, Massimo. - : Association for Computational Linguistics, 2019
Abstract: One of the key steps in language resource creation is the identification of the text segments to be annotated, or markables, which depending on the task may vary from nominal chunks for named entity resolution to (potentially nested) noun phrases in coreference resolution (or mentions) to larger text segments in text segmentation. Markable identification is typically carried out semi-automatically, by running a markable identifier and correcting its output by hand–which is increasingly done via annotators recruited through crowdsourcing and aggregating their responses. In this paper, we present a method for identifying markables for coreference annotation that combines high-performance automatic markable detectors with checking with a Game-With-A-Purpose (GWAP) and aggregation using a Bayesian annotation model. The method was evaluated both on news data and data from a variety of other genres and results in an improvement on F1 of mention boundaries of over seven percentage points when compared with a state-of-the-art, domain-independent automatic mention detector, and almost three points over an in-domain mention detector. One of the key contributions of our proposal is its applicability to the case in which markables are nested, as is the case with coreference markables; but the GWAP and several of the proposed markable detectors are task and language-independent and are thus applicable to a variety of other annotation scenarios.
URL: http://repository.essex.ac.uk/25793/
http://repository.essex.ac.uk/25793/1/Madge2019Crowdsourcing.pdf
https://doi.org/10.18653/v1/P19-1077
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2
Natural Language Processing for Joint Fire Observer Training
In: DTIC (2010)
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3
Ideas on Multi-layer Dialogue Management for Multi-party, Multi-conversation, Multi-modal Communication (Extended Abstract of Invited Talk)
In: DTIC (2006)
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4
Evaluation of Transcription and Annotation Tools for a Multi-Modal, Multi-Party Dialogue Corpus
In: DTIC (2004)
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5
Conversation Acts in Task-Oriented Spoken Dialogue
Hinkelman, Elizabeth Ann (1963 - ); Traum, David R. (1963 - ). - : University of Rochester. Computer Science Department., 2004
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6
Hybrid natural language generation from laexical conceptual structures
In: Machine translation. - Dordrecht [u.a.] : Springer Science + Business Media 18 (2003) 2, 81-127
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7
Current and new directions in discourse and dialogue
Ebert, Christian (Mitarb.); Healey, Patrick (Mitarb.); Traum, David R. (Mitarb.). - Dordrecht [u.a.] : Kluwer, 2003
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UB Frankfurt Linguistik
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8
Computational Linguistics in the Netherlands 2001 : selected papers from the twelfth CLIN Meeting
Eijck, Jan van (Mitarb.); Guhe, Markus (Mitarb.); Schilder, Frank (Mitarb.). - Amsterdam [u.a.] : Rodopi, 2002
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UB Frankfurt Linguistik
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9
Spoken language dialogue system engineering
Kuppevelt, Jan van (Hrsg.); Heid, Ulrich (Hrsg.); Kamp, Hans (Hrsg.)...
In: Natural language engineering. - Cambridge : Cambridge University Press 6 (2000) 3-4, 205-377
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10
Twenty questions on dialogue act taxonomies
In: Journal of semantics. - Oxford : Univ. Press 17 (2000) 1, 7-30
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11
Twenty Questions on Dialogue Act Taxonomies
In: Journal of semantics. - Oxford : Univ. Press 17 (2000) 1, 7-30
OLC Linguistik
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12
Twenty Questions on Dialogue Act Taxonomies
In: Journal of semantics. - Oxford : Univ. Press 17 (2000) 4, 7-118
OLC Linguistik
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13
Dialogue processing in spoken language systems : ECAI'96 workshop, Budapest, Hungary, August 13, 1996 ; revised papers
Brown, Michael K. (Mitarb.); Singer, Harald (Mitarb.); Traum, David R. (Mitarb.). - Berlin [u.a.] : Springer, 1997
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UB Frankfurt Linguistik
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14
Spoken Natural Language Dialogue Systems: A Practical Approach
In: Computational linguistics. - Cambridge, Mass. : MIT Press 22 (1996) 3, 430-434
OLC Linguistik
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15
Knowledge Representation in the TRAINs-93 Conversation System.
In: DTIC AND NTIS (1996)
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16
A Computational Theory of Grounding in Natural Language Conversation.
In: DTIC (1994)
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17
Conversation acts in task-oriented spoken dialogue ...
Traum, David R.; Hinkelman, Elizabeth A.. - : Universität des Saarlandes, 1993
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18
Conversation acts in task-oriented spoken dialogue
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19
Conversation Acts in Task-Oriented Spoken Dialogue
In: DTIC AND NTIS (1992)
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20
Towards a Computational Theory of Grounding in Natural Language Conversation
In: DTIC AND NTIS (1991)
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