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The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021 (2)
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Hits 1 – 12 of 12
1
MOLEMAN: Mention-Only Linking of Entities with a Mention Annotation Network ...
FitzGerald, Nicholas
;
Botha, Jan A.
;
Gillick, Daniel
;
Bikel, Daniel M.
;
Kwiatkowski, Tom
;
McCallum, Andrew
. - : arXiv, 2021
Abstract:
We present an instance-based nearest neighbor approach to entity linking. In contrast to most prior entity retrieval systems which represent each entity with a single vector, we build a contextualized mention-encoder that learns to place similar mentions of the same entity closer in vector space than mentions of different entities. This approach allows all mentions of an entity to serve as "class prototypes" as inference involves retrieving from the full set of labeled entity mentions in the training set and applying the nearest mention neighbor's entity label. Our model is trained on a large multilingual corpus of mention pairs derived from Wikipedia hyperlinks, and performs nearest neighbor inference on an index of 700 million mentions. It is simpler to train, gives more interpretable predictions, and outperforms all other systems on two multilingual entity linking benchmarks. ... : Accepted to ACL 2021 ...
Keyword:
Computation and Language cs.CL
;
FOS Computer and information sciences
;
Information Retrieval cs.IR
;
Machine Learning cs.LG
;
Social and Information Networks cs.SI
URL:
https://dx.doi.org/10.48550/arxiv.2106.07352
https://arxiv.org/abs/2106.07352
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2
Benchmarking Scalable Methods for Streaming Cross Document Entity Coreference ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Bikel, Daniel
;
Logan, Robert
. - : Underline Science Inc., 2021
BASE
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3
MOLEMAN: Mention-Only Linking of Entities with a Mention Annotation Network ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Bikel, Daniel
;
Botha, Jan
. - : Underline Science Inc., 2021
BASE
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4
Multilingual natural language processing applications : From theory to practice
Bikel, Daniel M.
(Hrsg.);
Zitouni, Imed
(Mitarb.). - Armonk : IBM Press, 2012
UB Frankfurt Linguistik
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5
Multilingual natural language processing applications: from theory to practice
Bikel, Daniel M
;
Zitouni, Imed
. - : IBM Press, 2012
BASE
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6
Statistical Parsing Exposed : Viewing the Model as Data
Bikel, Daniel M.
[Verfasser]. - Saarbrücken : VDM Verlag Dr. Müller, 2009
DNB Subject Category Language
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7
Intricacies of Collins' Parsing Model
Bikel, Daniel M.
In: DTIC AND NTIS (2005)
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8
Intricacies of Collins' Parsing Model
Bikel, Daniel M.
In:
Computational linguistics. - Cambridge, Mass. : MIT Press
30 (2004) 4, 479-512
OLC Linguistik
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9
Intricacies of Collins' parsing model
Bikel, Daniel M.
In:
Computational linguistics. - Cambridge, Mass. : MIT Press
30 (2004) 4, 479-511
BLLDB
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10
On the parameter space of generative lexicalized statistical parsing models
Bikel, Daniel M
In: Dissertations available from ProQuest (2004)
BASE
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11
Intricacies of Collins' Parsing Model
Bikel, Daniel M
In: Technical Reports (CIS) (2003)
BASE
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12
BBN: Description of the PLUM System as Used for MUC-6
Weischedel, Ralph
;
Ayuso, Damaris
;
Bikel, Daniel
...
In: DTIC (1995)
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