Annotation upon Annotation: Adding Signalling Information to a Corpus of Discourse Relations
Summary
Studies of how discourse relations are recognized have mostly looked at one cue type, discourse markers. This has led to the common view that most relations are implicit. Taboada and Das challenge this view by placing a new layer of annotation over Carlson et al.'s (2002) RST Discourse Treebank, a resource that already labels rhetorical relations following Rhetorical Structure Theory. They built a classification of signalling devices that goes beyond connectives and includes syntactic and other cues. They then marked which signals accompany each relation in a pilot sample of about a tenth of the corpus. The authors also discuss reliability, mismatches between the existing segmentation and their own views, and the difficulty of linking signals to relations. Their main finding is that most relations in the sample carry some overt signal, and many have more than one. Truly implicit relations therefore appear to be much rarer than earlier work suggested. The resource is intended to support psycholinguistic experiments that manipulate cues other than markers, and to support discourse parsing across all text levels.
Key points
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The base corpus is the RST Discourse Treebank. The Penn Discourse Treebank is described as the only other resource with signalling information, and it covers mainly discourse markers, including AltLex phrases.
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The work is a pilot covering roughly 10% of the corpus. Extending it to the full corpus will require a way to layer annotations on top of the treebank's LISP-style notation.
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Clause-internal relations are largely signalled by syntax:
- reported speech patterns: 223 cases, 220 of them Attribution
- relative clauses: 112
- reduced relative clauses: 55
- infinitival or noun clauses: 27
- participial clauses: 19
Most of these map to Elaboration subtypes.
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Agreement was high for these syntactic cues. However, the authors argue that such relations are syntactic rather than genuine discourse relations, and they question the treebank's decision to treat all clause types as EDUs.
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The authors noticed apparent errors in the original RST labels and nuclearity but left them unchanged, because the corpus is a widely used standard.
Cited by
- Multi-view and multi-task training of RST discourse parsers
- Factors Influencing the Implicitation of Discourse Relations across Languages
- Beyond The Wall Street Journal: Anchoring and Comparing Discourse Signals across Genres
- DisSim: A Discourse-Aware Syntactic Text Simplification Framework for English and German
- Examples and Specifications that Prove a Point: Identifying Elaborative and Argumentative Discourse Relations
- Unpacking Ambiguity: The Interaction of Polysemous Discourse Markers and Non-DM Signals
Cite
@inproceedings{taboada2013annotation,
title = {{Annotation upon Annotation: Adding Signalling Information to a Corpus of Discourse Relations}},
author = {Taboada, Maite and Das, Debopam},
booktitle = {Dialogue \& Discourse Volume 4},
year = {2013},
doi = {10.5087/dad.2013.211},
url = {https://doi.org/10.5087/dad.2013.211}
}References
- Afantenos, Stergos D., Denis, Pascal, Muller, Philippe, & Danlos, Laurence. (2010). Learning recursive segments for discourse parsing. International Conference on Language Resources and Evaluation (LREC). Malta. ↗ our card
- Asher, Nicholas, & Lascarides, Alex. (2003). Logics of Conversation. Cambridge: Cambridge University Press. find
- Baldridge, Jason, Asher, Nicholas, & Hunter, Julie. (2007). Annotation for and robust parsing of discourse structure on unrestricted texts. Zeitschrift für Sprachwissenschaft(26), 213-239. ↗
- Bateman, John, Kamps, Thomas, Kleinz, Jörg, & Reichenberger, Klaus. (2001). Towards constructive text, diagram, and layout generation for information presentation. Computational Linguistics, 27(3), 409-449. ↗
- Blakemore, Diane. (1987). Semantic Constraints on Relevance. Oxford: Blackwell. find
- Blakemore, Diane. (1992). Understanding Utterances: An Introduction to Pragmatics. Oxford: Blackwell. find
- Blakemore, Diane. (2002). Relevance and Linguistic Meaning: The Semantics and Pragmatics of Discourse Markers. Cambridge: Cambridge University Press. find
- Britton, Bruce K., Glynn, Shawn M., Meyer, Bonnie J. F., & Penland, M. J. (1982). Effects of text structure on use of cognitive capacity during reading. Journal of Educational Psychology, 74(1), 51-61. ↗
- Carlson, Lynn, & Marcu, Daniel. (2001). Discourse Tagging Manual. Manual. http://www.isi.edu/~marcu/discourse/tagging-ref-manual.pdf. ↗
- Carlson, Lynn, Marcu, Daniel, & Okurowski, Mary Ellen. (2002). RST Discourse Treebank, LDC2002T07 [Corpus]. Philadelphia, PA: Linguistic Data Consortium. find
- Corston-Oliver, Simon. (1998a). Beyond string matching and cue phrases: Improving efficiency and coverage in discourse analysis. Proceedings of AAAI 1998 Spring Symposium Series, Intelligent Text Summarization (pp. 9-15). Madison, Wisconsin. find
- Corston-Oliver, Simon. (1998b). Identifying the linguistic correlates of rhetorical relations. Proceedings of the Workshop on Discourse Relations and Discourse Markers, COLING/ACL '98 (pp. 8-14). find
- Cristea, Dan, Ide, Nancy, & Romary, Laurent. (1998). Veins Theory: A model of global discourse cohesion and coherence. Proceedings of the 36th Annual Meeting of the Association for Computational Linguistics and the 17th International Conference on Computational Linguistics (ACL-98/COLING-98) (pp. 281-285). Montréal, Canada. find
- Cunningham, Hamish, Maynard, Diana, Bontcheva, Kalina, Tablan, Valentin, Aswani, Niraj, Roberts, Ian, . . . Peters, Wim. (2011). Text Processing with GATE (6th ed.). Sheffield, UK: Gate. find
- da Cunha, Iria, San Juan, Eric, Torres-Moreno, Juan Manuel, Cabré, María Teresa, & Sierra, Gerardo. (2012). A symbolic approach for automatic detection of nuclearity and rhetorical relations among intra-sentence discourse segments in Spanish. Proceedings of CICLing (pp. 462-474). New Delhi, India. find
- Dale, Robert. (1991). The role of punctuation in discourse structure. Proceedings of AAAI Fall Symposium on Discourse Structure in Natural Language Understanding and Generation (pp. 13-14). Asilomar, CA. find
- Degand, Liesbeth, & Sanders, Ted. (2002). The impact of relational markers on expository text comprehension in L1 and L2. Reading and Writing, 15(7-8), 739-758. ↗
- Fellbaum, Christiane (Ed.). (1998). WordNet: An Electronic Lexical Database. Cambridge, MA: MIT Press. find
- Fraser, Bruce. (1990). An approach to discourse markers. Journal of Pragmatics, 14(3), 383-398. ↗
- Fraser, Bruce. (1999). What are discourse markers? Journal of Pragmatics, 31(7), 931-952. ↗
- Fraser, Bruce. (2006). Towards a theory of discourse markers. In K. Fischer (Ed.), Approaches to Discourse Particles (pp. 189-204). Amsterdam: Elsevier. ↗
- Fraser, Bruce. (2009). An account of discourse markers. International Review of Pragmatics, 1, 293-320. ↗
- Grice, H. Paul. (1975). Logic and conversation. In P. Cole & J. L. Morgan (Eds.), Speech Acts. Syntax and Semantics, Volume 3 (pp. 41-58). New York: Academic Press. ↗
- Haberlandt, Karl. (1982). Reader expectations in text comprehension. In J.-F. Le Ny & W. Kintsch (Eds.), Language and Comprehension (pp. 239-249). Amsterdam: North-Holland. ↗
- Halliday, Michael A. K., & Hasan, Ruqaiya. (1976). Cohesion in English. London: Longman. find
- Hanneforth, Thomas, Heintze, Silvan, & Stede, Manfred. (2003). Rhetorical parsing with underspecification and forests. Proceedings of HLT-NAACL 2003. Edmonton, Canada. find
- Hernault, Hugo, Bollegala, Danushka, & Ishizuka, Mitsuru. (2011). Semi-supervised discourse relation classification with structural learning. Proceedings of the 12th international conference on Computational linguistics and intelligent text processing (CICLing '11). Tokyo, Japan. find
- Hernault, Hugo, Prendinger, Helmut, duVerle, David A., & Ishizuka, Mitsuru. (2010). HILDA: A discourse parser using Support Vector Machine classification. Dialogue and Discourse, 1(3). find our card
- Hirschberg, Julia, & Litman, Diane J. (1993). Empirical studies on the disambiguation of cue phrases. Computational Linguistics, 19(3), 501-530. find
- Horn, Laurence. (1984). Toward a new taxonomy for pragmatic inference: Q-based and R-based implicature. In D. Schiffrin (Ed.), Meaning, form and use in context: Linguistic Implications (pp. 11-42). Washington, DC: Georgetown University Press. find
- Hovy, Eduard, & Arens, Yigal. (1991). Automatic generation of formatted text. Proceedings of 9th AAAI Conference. Anaheim, California. find
- Huong, Le Thanh. (2007). An approach in automatically generating discourse structure of text. Journal of Computer Science and Cybernetics, 23(3), 212-230. find
- Karamanis, Nikiforos. (2007). Supplementing entity coherence with local rhetorical relations for information ordering. Journal of Logic, Language and Information, 16, 445-464. ↗
- Keenan, Janice M., Baillet, Susan D., & Brown, Polly. (1984). The effects of causal cohesion on comprehension and memory. Journal of Verbal Learning and Verbal Behaviour, 23(2), 115-126. ↗
- Knott, Alistair. (1996). A Data-Driven Methodology for Motivating a Set of Coherence Relations. Ph.D. dissertation, University of Edinburgh, Edinburgh, UK. Retrieved from http://citeseer.nj.nec.com/knott96data.html ↗
- Knott, Alistair, & Dale, Robert. (1994). Using linguistic phenomena to motivate a set of coherence relations. Discourse Processes, 18(1), 35-62. ↗
- Knott, Alistair, Oberlander, Jon, O'Donnell, Michael, & Mellish, Chris. (2001). Beyond elaboration: The interaction of relations and focus in coherent text. In T. Sanders, J. Schilperoord & W. Spooren (Eds.), Text Representation: Linguistic and Psycholinguistic Aspects (pp. 181-196). Amsterdam and Philadelphia: John Benjamins. find
- Knott, Alistair, & Sanders, Ted. (1998). The classification of coherence relations and their linguistic markers: An exploration of two languages. Journal of Pragmatics, 30, 135-175. ↗
- Lapata, Mirella, & Lascarides, Alex. (2004). Inferring sentence-internal temporal relations. Proceedings of the North American Chapter of the Assocation of Computational Linguistics (NAACL) (pp. 153-160). Boston, MA. find our card
- Lin, Ziheng, Kan, Min-Yen, & Ng, Hwee Tou. (2009). Recognizing implicit discourse relations in the Penn Discourse Treebank. Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing (pp. 343-351). Singapore. find our card
- Louis, Annie, Prasad, Rashmi, Joshi, Aravind K, & Nenkova, Ani. (2010). Using entity features to classify implicit discourse relations. Proceedings of the SIGDIAL conference (pp. 59-62). Tokyo, Japan. find our card
- Mann, William C., & Taboada, Maite. (2010). RST Web Site, from http://www.sfu.ca/rst ↗
- Mann, William C., & Thompson, Sandra A. (1988). Rhetorical Structure Theory: Toward a functional theory of text organization. Text, 8(3), 243-281. ↗ our card
- Marcu, Daniel. (1999). A decision-based approach to rhetorical parsing. Proceedings of 37th Annual Meeting of the Association for Computational Linguistics (ACL'99) (pp. 365-372). College Park, Maryland. find
- Marcu, Daniel. (2000a). The rhetorical parsing of unrestricted texts: A surface based approach. Computational Linguistics, 26(3), 395-448. ↗ our card
- Marcu, Daniel. (2000b). The Theory and Practice of Discourse Parsing and Summarization. Cambridge, MA: MIT Press. ↗
- Marcu, Daniel, & Echihabi, Abdessamad. (2002). An unsupervised approach to recognising discourse relations. Proceedings of the 40th Annual Meeting of the Association for Computational Linguistics (ACL'02) (pp. 368-375). Philadelphia, Pennsylvania. find
- Meyer, Bonnie J. F., Brandt, David M., & Bluth, George J. (1980). Use of top-level structure in text: Key for reading comprehension in ninth-grade students. Reading Research Quarterly, 16(1), 72-103. find
- Millis, Keith K., & Just, Marcel A. (1994). The influence of connectives on sentence comprehension. Journal of Memory and Language, 33, 128-147. ↗
- Mithun, Shamima, & Kosseim, Leila. (2011). Comparing approaches to tag discourse relations. Proceedings of the 12th international conference on Computational linguistics and intelligent text processing (CICLing '11) (pp. 328-339). Tokyo, Japan. find
- Myers, Jerome L., Shinjo, Makiko, & Duffy, Susan A. (1987). Degree of causal relatedness and memory. Journal of Memory and Language, 26(4), 453-465. ↗
- O'Donnell, Michael. (1997). RST-Tool: An RST analysis tool. Proceedings of the 6th European Workshop on Natural Language Generation. Duisburg, Germany. find
- Pardo, Thiago Alexandre Salgueiro, & Nunes, Maria das Graças Volpe. (2008). On the development and evaluation of a Brazilian Portuguese discourse parser. Journal of Theoretical and Applied Computing, 15(2), 43-64. ↗
- Pitler, Emily, Louis, Annie, & Nenkova, Ani. (2009). Automatic sense prediction for implicit discourse relations in text. Proceedings of the 47th Annual Meeting of the Association for Computational Linguistics (pp. 683-691). Suntec, Singapore. find our card
- Poesio, Massimo, Stevenson, Rosemary, Di Eugenio, Barbara, & Hitzeman, Janet. (2004). Centering: A parametric theory and its instantiations. Computational Linguistics, 30(3), 309-363. ↗
- Polanyi, Livia, Culy, Christopher, van der Berg, Martin, Thione, Gian Lorenzo, & Ahn, David. (2004). A rule based approach to discourse parsing. Proceedings of the 5th SIGdial Workshop in Discourse and Dialogue (pp. 108-117). Cambridge, MA. find our card
- Polanyi, Livia, & Scha, R. J. H. (1983). The syntax of discourse. Text, 3(3), 261-270. ↗
- Prasad, Rashmi, Joshi, Aravind K, & Webber, Bonnie. (2010). Realization of discourse relations by other means: Alternative lexicalizations. Proceedings of COLING 2010 (pp. 1023-1031). Beijing. find our card
- Prasad, Rashmi, Lee, Alan, Dinesh, Nikhil, Miltsakaki, Eleni, Campion, Geraud, Joshi, Aravind K., & Webber, Bonnie. (2008). Penn Discourse Treebank Version 2.0, LDC2008T05 [Corpus]. Philadelphia, PA: Linguistic Data Consortium. find
- Prasad, Rashmi, Miltsakaki, Eleni, Dinesh, Nikhil, Lee, Alan, Joshi, Aravind K, Robaldo, Livio, & Webber, Bonnie. (2007). The Penn Discourse Treebank 2.0 Annotation Manual. Philadelphia: University of Pennsylvania. find our card
- Sanders, Ted, Land, Jentine, & Mulder, Gerben. (2007). Linguistic markers of coherence improve text comprehension in functional contexts. Information Design Journal, 15(3), 219-235. find
- Sanders, Ted, & Noordman, Leo. (2000). The role of coherence relations and their linguistic markers in text processing. Discourse Processes, 29(1), 37-60. ↗
- Sanders, Ted, Spooren, Wilbert, & Noordman, Leo. (1992). Toward a taxonomy of coherence relations. Discourse Processes, 15(1), 1-35. ↗
- Sanders, Ted, Spooren, Wilbert, & Noordman, Leo. (1993). Coherence relations in a cognitive theory of discourse representation. Cognitive Linguistics, 4(2), 93-133. ↗
- Schiffrin, Deborah. (1987). Discourse Markers. Cambridge: Cambridge University Press. find
- Schiffrin, Deborah. (2001). Discourse markers: Language, meaning and context. In D. Schiffrin, D. Tannen & H. E. Hamilton (Eds.), The Handbook of Discourse Analysis (pp. 54-75). Malden, MA: Blackwell. find
- Schilder, Frank. (2002). Robust discourse parsing via discourse markers, topicality and position. Natural Language Engineering, 8(2/3), 235-255. ↗
- Scott, Donia, & de Souza, Clarisse Sieckenius. (1990). Getting the message across in RST-based text generation. In R. Dale, C. Mellish & M. Zock (Eds.), Current Research in Natural Language Generation (pp. 47-73). London: Academic Press. find
- Siegel, Sidney, & Castellan, N.J. (1988). Nonparametric Statistics for the Behavioral Sciences. New York: McGraw-Hill. find
- Spooren, Wilbert. (1997). The processing of underspecified coherence relations. Discourse Processes, 24, 149-168. ↗
- Spooren, Wilbert, & Degand, Liesbeth. (2010). Coding coherence relations: Reliability and validity. Corpus Linguistics and Linguistic Theory, 6(2), 241-266. ↗
- Sporleder, Caroline, & Lascarides, Alex. (2005). Exploiting linguistic cues to classify rhetorical relations. Proceedings of Recent Advances in Natural Language Processing (RANLP-05). Borovets, Bulgaria. find
- Sporleder, Caroline, & Lascarides, Alex. (2008). Using automatically labelled examples to classify rhetorical relations: An assesment. Natural Language Engineering, 14(3), 369-416. find
- Stede, Manfred. (2007). Korpusgestützte Texanalyse: Grundzüge der Ebenen-orientierten Textlinguistik. Tübingen: Gunter Narr. find
- Stede, Manfred. (2012). Discourse Processing: Morgan & Claypool. find
- Taboada, Maite. (2004). Building Coherence and Cohesion: Task-Oriented Dialogue in English and Spanish. Amsterdam and Philadelphia: John Benjamins. find
- Taboada, Maite. (2006). Discourse markers as signals (or not) of rhetorical relations. Journal of Pragmatics, 38(4), 567-592. ↗
- Taboada, Maite. (2008). SFU Review Corpus [Corpus]. Vancouver: Simon Fraser University, http://www.sfu.ca/~mtaboada/research/SFU_Review_Corpus.html. ↗
- Taboada, Maite. (2009). Implicit and explicit coherence relations. In J. Renkema (Ed.), Discourse, of Course (pp. 127-140). Amsterdam and Philadelphia: John Benjamins. ↗
- Taboada, Maite, & Mann, William C. (2006). Rhetorical Structure Theory: Looking back and moving ahead. Discourse Studies, 8(3), 423-459. ↗
- Teijssen, Daphne, van Halteren, Hans, Verberne, Suzan, & Boves, Lou. (2008). Features for automatic discourse analysis of paragraphs. Proceedings of the 18th Meeting of Computational Linguistics in the Netherlands (CLIN 2007) (pp. 53-68). Leuven, Belgium. find
- Tofiloski, Milan, Brooke, Julian, & Taboada, Maite. (2009). A syntactic and lexical-based discourse segmenter. Proceedings of the 47th Annual Meeting of the Association for Computational Linguistics (pp. 77-80). Singapore. find
- Trabasso, Tom, & Sperry, Linda L. (1985). Causal relatedness and importance of story events. Journal of Memory and Language, 24(5), 595-611. ↗
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