Signed Coreference Resolution

被引:0
|
作者
Yin, Kayo [1 ]
DeHaan, Kenneth [2 ]
Alikhani, Malihe [3 ]
机构
[1] Carnegie Mellon Univ, Language Technol Inst, Pittsburgh, PA 15213 USA
[2] Gallaudet Univ, Dept Amer Sign Language, Washington, DC 20002 USA
[3] Univ Pittsburgh, Dept Comp Sci, Pittsburgh, PA 15260 USA
关键词
LANGUAGE; PRONOUNS;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Coreference resolution is key to many natural language processing tasks and yet has been relatively unexplored in Sign Language Processing. In signed languages, space is primarily used to establish reference. Solving coreference resolution for signed languages would not only enable higher-level Sign Language Processing systems, but also enhance our understanding of language in different modalities and of situated references, which are key problems in studying grounded language. In this paper, we: (1) introduce Signed Coreference Resolution (SCR), a new challenge for coreference modeling and Sign Language Processing; (2) collect an annotated corpus of German Sign Language with gold labels for coreference together with an annotation software for the task; (3) explore features of hand gesture, iconicity, and spatial situated properties and move forward to propose a set of linguistically informed heuristics and unsupervised models for the task; (4) put forward several proposals about ways to address the complexities of this challenge effectively(1).
引用
收藏
页码:4950 / 4961
页数:12
相关论文
共 50 条
  • [1] Coreference Resolution in Latvian
    Znotins, Arturs
    [J]. HUMAN LANGUAGE TECHNOLOGIES - THE BALTIC PERSPECTIVE, BALTIC HLT 2014, 2014, 268 : 153 - 160
  • [2] Multilingual coreference resolution
    Harabagiu, SM
    Maiorano, SJ
    [J]. 6TH APPLIED NATURAL LANGUAGE PROCESSING CONFERENCE/1ST MEETING OF THE NORTH AMERICAN CHAPTER OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS, PROCEEDINGS OF THE CONFERENCE AND PROCEEDINGS OF THE ANLP-NAACL 2000 STUDENT RESEARCH WORKSHOP, 2000, : 142 - 149
  • [3] Coreference Resolution for Latvian
    Znotins, Arturs
    Paikens, Peteris
    [J]. LREC 2014 - NINTH INTERNATIONAL CONFERENCE ON LANGUAGE RESOURCES AND EVALUATION, 2014, : 3209 - 3213
  • [4] Multilingual coreference resolution
    Kuebler, Sandra
    Zhekova, Desislava
    [J]. LANGUAGE AND LINGUISTICS COMPASS, 2016, 10 (11): : 614 - 631
  • [5] Turkish Coreference Resolution
    Pamay, Tugba
    Eryigit, Gulsen
    [J]. 2018 INNOVATIONS IN INTELLIGENT SYSTEMS AND APPLICATIONS (INISTA), 2018,
  • [6] NOMINAL COREFERENCE RESOLUTION FOR POLISH
    Ogrodniczuk, Maciej
    [J]. POZNAN STUDIES IN CONTEMPORARY LINGUISTICS, 2019, 55 (02): : 367 - 396
  • [7] Anaphora and coreference resolution: A review
    Sukthanker, Rhea
    Poria, Soujanya
    Cambria, Erik
    Thirunavukarasu, Ramkumar
    [J]. INFORMATION FUSION, 2020, 59 (59) : 139 - 162
  • [8] Coreference Resolution in FreeLing 4.0
    Marimon, Montserrat
    Padro, Lluis
    Turmo, Jordi
    [J]. PROCEEDINGS OF THE ELEVENTH INTERNATIONAL CONFERENCE ON LANGUAGE RESOURCES AND EVALUATION (LREC 2018), 2018, : 376 - 381
  • [9] Shallow Semantics for Coreference Resolution
    Ng, Vincent
    [J]. 20TH INTERNATIONAL JOINT CONFERENCE ON ARTIFICIAL INTELLIGENCE, 2007, : 1689 - 1694
  • [10] Coreference Resolution in Biomedical Texts
    Li, Lishuang
    Jin, Liuke
    Jiang, Zhenchao
    Zhang, Jing
    Huang, Degen
    [J]. 2014 IEEE INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOMEDICINE (BIBM), 2014,