ANCOR_Centre, a large free spoken French coreference corpus: description of the resource and reliability measures
Summary
Data-driven coreference resolution needs large annotated corpora. For French, the biggest freely available resource was DEDE, which has only about 48,000 words and covers only definite descriptions. Muzerelle et al. address this gap with ANCOR_Centre, a free corpus of about 488,000 words of transcribed spoken French. It is built from four existing speech corpora: sociolinguistic interviews from ESLO, plus two highly interactive dialogue sets (OTG and Accueil_UBS).
Coders annotated all noun phrases and pronouns by hand on the Glozz platform. The work ran in four stages that alternated annotation with adjudication by a supervisor. Each mention carries morphosyntactic, definiteness and named-entity features. Each relation is assigned one of five coreference or anaphora types.
The authors measured reliability separately for two tasks:
- Delimiting relations: agreement between different coders was moderate.
- Assigning relation types: agreement was high.
Each coder was also very consistent with their own earlier annotations.
The result is one of the largest coreference corpora in any language and, as far as the authors know, the largest dedicated to speech. It is released under a Creative Commons licence and is useful both for machine learning and for linguistic research.
Key points
- Source corpora: ESLO_ANCOR (417,000 words, 25 h), ESLO_CO2 (35,000 words), OTG (26,000 words, task-oriented dialogue) and Accueil_UBS (10,000 words, phone calls). Conversational speech makes up only about 7% of the total.
- Size of the annotation: about 116,000 mentions and 51,000 relations. Nominal and pronominal mentions are nearly balanced (51.2% vs 48.8%). Roughly 45,000 named entities are tagged with Ester2 types, PERS being the most frequent.
- Relation types: direct coreference, indirect coreference, pronominal anaphora, bridging anaphora and pronominal bridging. Near-identity and finer bridging subtypes were deliberately left out.
- Reliability (κ, π and α were identical): 0.45 inter-coder agreement on delimitation, 0.91 intra-coder agreement on delimitation, and 0.80 inter-coder agreement on type categorization.
- Availability: released under CC-BY-NC-SA. Version 1.0 uses the discourse-new scheme only; the final release was to add coreference chain and cluster representations.
Cited by
- Temporal@ODIL project: Adapting ISO-TimeML to syntactic treebanks for the temporal annotation of spoken speech
- Neural Coreference Resolution with Limited Lexical Context and Explicit Mention Detection for Oral French
- SACR: A Drag-and-Drop Based Tool for Coreference Annotation
- SzegedKoref: A Hungarian Coreference Corpus
- Multilingual Coreference Resolution in Multiparty Dialogue
Cite
@inproceedings{muzerelle2014ancor,
title = {{ANCOR\_Centre, a large free spoken French coreference corpus: description of the resource and reliability measures}},
author = {Muzerelle, Judith and Lefeuvre, Anaïs and Schang, Emmanuel and Antoine, Jean-Yves and Pelletier, Aurore and Maurel, Denis and Eshkol, Iris and Villaneau, Jeanne},
booktitle = {Proceedings of the Ninth International Conference on Language Resources and Evaluation (LREC'14)},
year = {2014},
url = {https://aclanthology.org/L14-1169/}
}References
- Antoine, J.-Y., Villaneau, J., Lefeuvre, A. (2014). Weighted Krippendorff's alpha is a more reliable metrics for multi- coders ordinal annotations: experimental studies on emotion, opinion and coreference annotation. Proc. EACL’2014. (to appear) find
- Artstein, R., Poesio, M. (2008) Inter-Coder agreement for Computational Linguistics, Computational Linguistics, 34, pp .555--596. find
- Cohen, J. (1960). A coefficient of agreement for nominal scales. Educational and Psychological Measurement, 20, pp. 37--46. find
- Dipper S., Zinmeister H. (2010). Towards a standard for annotating abstract anaphora. Proc. LREC’2010 workshop on Language Resources and Language Technology Standards. Valetta, Malta, pp. 54--59. find
- Galliano, S., Gravier, G., Chaubard, L. (2009). The ESTER 2 Evaluation Campaign for the Rich Transcription of French Radio Broadcast. find
- Proc. Interspeech 2009, Brighton, UK. find
- Gardent, C. and Manuelian, H. (2005). Création d’un corpus annoté de traitement des descriptions définies. Traitement Automatique des Langues, TAL , 46(1). find
- Heindrickx, I., Bouma, G., Coppens, F., Daelemans, W., Hoste, V., Kloosterman, G., Mineur, A.-M., Van Der Vloet, J., Verschelde, J.-L. (2008). A coreference corpus and resolution system for Dutch. Proc. LREC’2008. find our card
- Hinrichs, E., Kübler, S., Naumann, K., Zinsmeister, H. (2005). Recent developments in linguistic annotations of the TüBa-D/Z Treebank. Proc. 27 th Annual Meeting of the German Linguistic Association, Köln, Germany. find
- Iida, R., Mamoru, K., Kentaro, I., Yuji, M. (2007). Annotating a Japanese text corpus with predicate-argument and coreference relations. Proc. Linguistic Annotation Workshop (LAW 2007),Stroudsburg, PA, USA. ACL, pp. 132--139. find our card
- Krippendorff, K. (2004). Content Analysis: an Introduction to its Methodology. Chapter 11. Sage: Thousand Oaks, CA. find
- Passoneau, R. (2004). Computing reliability for Co-Reference Annotation. Proc. LREC’2004. Lisboa, Portugal. find
- Pradhan, S. S., Ramshaw, L., Weischedel, R., MacBride, J., Micciula, L. (2007). Unrestricted coreference: identifying entities and events in OntoNotes. Proc. 1 st IEEE Int. Conf. on Semantic Computing (ICSC’07). Washington, DC. USA. IEEE, pp. 446--453. find
- Lefeuvre, A., Antoine, J.-Y., Schang, E. (2014). Le corpus ANCOR\_Centre et son outil de requêtage : application à l’étude de l’accord en genre et nombre dans les coréférences et anaphores en français parlé. Proc. CMLF’2014. (to appear) find
- Mathet, Y., Widlöcher, A. (2012). find
- The Glozz Platform: A Corpus Annotation and Mining Tool. Proc. 2012 ACM symposium on Document engineering, pp. 171--180. find
- Nedoluzzhko, A., Mírovský, J., Ocelák, R., Pergler, J. (2009). Extended coreference relations and bridging anaphora in the Prague Dependancy Treebank. Proc. find
- DAARC’2009. Chennai Goa, Indica , pp. 1--16 find
- Nicolas, P., Letellier-Zarshenas, S., Schadle, I., Antoine, J.-Y., Caelen, J. (2002). Towards a large corpus of spoken dialogue in French that will be freely available: the “Parole Publique” project and its first realisations. Proc. LREC’2002. Las Palmas de Gran Canaria, Spain. find
- Rao, D., MacNamee, P., Dredze, M. (2011). Entity Linking: Finding Extracted Entities in a Knoledge Base. In T. Poibeau, H. Saggion, J. Piskorski, R. Yangarber (Eds.), Multi-source, Multilingual Information Extraction and Summarization. Springer, pp. 93--115. find
- Recasens Potau, M., (2010). Coreference: Theory, Annotation, Resolution and Evaluation. PhD Thesis, Universitat de Barcelona, Catalunya, Spain. find
- Schang, E., Boyer, A., Muzerelle, J., Antoine, J.-Y., Eskhol, I., Maurel, D. (2011). Coreference and anaphoric annotations for spontaneous speech corpus in French. Proc. DAARC'2011, Discourse Anaphora and Anaphor Resolution Colloquium, Faro, Portugal. find
- Ogrodniczuk, M., Kopeć M., Głowinska K., Savary A., Zawisławska, M. (2013). Polish coreference corpus, submitted at LTC’2014. find
- Scott, W. (1955). Reliability of content analysis: the case of nominal scale coding. Public Opinions Quaterly. 19, pp. 321--325. van Deemter, K., Kibble, R. (2000). On Coreferring: Coreference in MUC and related annotation schemes. Computational Linguistics, 26(4), pp. 629--637. find
- Vieira, R., Salmon-Alt, S., Schang, E. (2002). Multilingual corpora annotation for processing definite descriptions. Proc. Advances in Natural Language Processing 2002, pp. 721--729. . find