An analysis of disagreement-provoking factors in the analysis of epistemic modality and evidentiality: the case of English adverbials
Paper · 2013 · Marta Carretero and Juan Rafael Zamorano-Mansilla
Summary
The paper investigates why trained linguists disagree when deciding whether an English adverbial carries epistemic or evidential meaning. It is part of the CONTRANOT project, which builds English–Spanish contrastive descriptions for corpus annotation. The authors, who were also the two annotators, took 20 random occurrences of each of a set of adverbials from the BYU version of the British National Corpus. The adverbials covered probability (perhaps, maybe, in all likelihood), certainty (certainly, undeniably) and evidence (apparently, clearly, obviously). Each occurrence received a simple binary label, Epistemic/Non-epistemic or Evidential/Non-evidential, using strictly semantic criteria. Pragmatic uses, such as softening or strengthening assertiveness, and concessive discourse functions were set aside beforehand as distractors. The analysis is mostly qualitative. It identifies syntactic factors (interrogatives, clausal scope) and semantic factors that caused disagreement. The semantic factors include generic statements, overlaps with dynamic modality and manner, the evidential–epistemic relation, and co-occurring hedging words. For each factor the authors fix an annotation rule. The resulting guidelines are meant to raise agreement among experts and later among non-expert annotators.
Key points
- The adverbial inventory has three groups: 10 of probability/possibility, 7 of certainty, and 5 evidential. impossibly was dropped because it showed almost no epistemic meaning.
- All evidential adverbials except apparently also imply high certainty ("epistentials"). Even so, any adverbial with an evidence component is tagged only as evidential.
- Generic statements, where maybe or possibly reads like "sometimes", explained most disagreements for possibly (5 cases) and conceivably (6). perhaps and maybe in these contexts are tagged epistemic. possibly, conceivably and however improbably are tagged as an epistemic–dynamic merger.
- apparently was tagged evidential unanimously except in two cases. The rule is now to always tag it evidential. Its sense of uncertainty is treated as a Generalized Conversational Implicature that can be cancelled.
- clearly and plainly sometimes blur evidential and manner readings (one disagreement each). These are tagged evidential whenever the paraphrase "it is clear/plain that…" works.
Interesting ideas
- I1. Before annotating, list the pragmatic distractors (downtoning, emphasis, concession) and explicitly rule them out, so annotators judge only the core semantic category.
- I2. Use a paraphrase test as the decision rule: if "it is clear that…" fits, the reading is evidential; if "sometimes" fits, the reading leans dynamic/generic.
- I3. Decide uncertain cases by an adverb's overall meaning profile rather than the local context alone. For example, perhaps has no established dynamic sense, so it stays epistemic even in generic sentences.
- I4. Treat some meanings as default implicatures that can be cancelled. apparently signals evidence by default, and its uncertainty is withdrawn when the context shows the proposition is false.
- I5. Collect the cases that caused disagreement, attach a resolution to each, and fold them into the guidelines before scaling to new annotators.
For Mova
How these ideas could serve Mova, our small open language model — its files, stages and tests:
- I1 (frames): In crate prag, separate a modal adverb's truth-assessment from its speech-act softening or boosting, and store them as distinct, explainable features.
- I2 (frames): Encode the paraphrase checks as explicit, inspectable rules for labelling the modality of adverbs attached to a clause in the UD tree.
- I3 (world): Store per-lexeme default modality types in the compiled lexicon, so that ambiguous contexts fall back to the word's typical sense.
- I4 (world): When recording a proposition in the text world, keep evidential source fixed but let its certainty value be revised if later text contradicts it.
- I5 (learn): When witness parsers or LLM teachers disagree on silver data, cluster the conflicts by factor and turn each resolved cluster into a written rule or repair rule.
Institutions
📚 Shelves 5 Computer Science · 9,086 works Artificial Intelligence · 8,889 works Arts and Humanities · 9,296 works Language and Linguistics · 9,206 works Literature and Literary Theory · 340 works
🧭 Topics 1 English · 1,373 works
Cite
Cite as Marta Carretero and Juan Rafael Zamorano-Mansilla. 2013. An analysis of disagreement-provoking factors in the analysis of epistemic modality and evidentiality: the case of English adverbials. Proceedings of the IWCS 2013 Workshop on Annotation of Modal Meanings in Natural Language (WAMM).
@inproceedings{carretero2013analysis,
title = {{An analysis of disagreement-provoking factors in the analysis of epistemic modality and evidentiality: the case of English adverbials}},
author = {Marta Carretero and Juan Rafael Zamorano-Mansilla},
booktitle = {Proceedings of the IWCS 2013 Workshop on Annotation of Modal Meanings in Natural Language (WAMM)},
year = {2013},
url = {https://aclanthology.org/W13-0303/}
}References
- Lloyd B. Anderson. 1986. Evidentials, paths of change, and mental maps: Typologically regular asymmetries. In: Wallace Chafe and Johanna Nichols (eds.), Evidentiality: The Linguistic Coding of Epistemology. Ablex, Norwood. find
- Douglas Biber, Stig Johansson, Geoffrey Leech, Susan Conrad and Edvard Finegan. 1999. Longman grammar of spoken and written English. Longman, London. find
- Kasper Boye and Peter Harder. 2009. Evidentiality: linguistic categories and grammaticalization. Functions of Language, 16.1: 9-43. find
- Pieter Byloo, Richard Kastein and Jan Nuyts. 2007. On certainly and zeker. In: Mike Hannay and Gerard J. Steen (eds.), Structural-functional Studies in English Grammar. John Benjamins, Amsterdam/Philadelphia. Marta Carretero and Juan Rafael Zamorano-Mansilla. Forthcoming. Disentangling epistemic modality, neighbouring categories and pragmatic uses: The case of English epistemic adverbs. Collection linguistique Épilogos. ↗
- Marta Carretero. 2004. Levinson’s Presumptive meanings: a neo-Gricean approach to pragmatics. In: Marta Carretero, Honesto Herrera-Soler, Gitte Kristiansen and Julia Lavid, (eds.) Estudios de lingüística aplicada a la comunicación. Universidad Complutense, Madrid. find
- Wallace Chafe. 1986. Evidentiality in English conversation and academic writing. In: Wallace Chafe and Johanna Nichols (eds.), Evidentiality: The Linguistic Coding of Epistemology. Ablex, Norwood. find
- Jennifer Coates. 1983. The Semantics of the Modal Auxiliaries. Croom Helm, London. find
- Peter Collins. 2009. Modals and Quasi-modals in English. Rodopi, Amsterdam. ↗
- Bert Cornillie. 2009. Evidentiality and epistemic modality: On the close relationship between two different categories. Functions of Language, 16.1: 44-62. find
- Lars Hermerén. 1978. On Modality in English: the Study of the Semantics of the Modals. Gleerup, Lund. find
- Leo Francis Hoye. 1997. Modals and Adverbs in English. Longman, London and New York. find
- Elly Ifantidou. 2001. Evidentials and Relevance. John Benjamins, Amsterdam/Philadelphia. ↗
- Elise Kärkkäinen. 2004. Epistemic Stance in English Conversation. John Benjamins, Amsterdam/Philadelphia. ↗
- Julia Lavid, Jorge Arús, Juan Rafael Zamorano-Mansilla. 2010. Designing and exploiting a small online English-Spanish parallel corpus for language teaching purposes. In: Mari Carmen Campoy-Cubillo, Begoña Bellés-Fortuño and María Lluïsa Gea-Valor, (eds.) Corpus-based approaches to English Language Teaching. Continuum, London. find
- Julia Lavid. 2008. CONTRASTES: An Online English-Spanish Textual Database for Contrastive and Translation Learning. In Barbara Lewandowska-Tomaszczyk, (ed.) Corpus Linguistics, Computer Tools, and Applications – State of the Art. Peter Lang, Frankfurt. find
- Julia Lavid. 2012 . Corpus Annotation in CONTRANOT: Linguistic and Methodological Challenges. In: Isabel Moskowitz and Begoña Crespo, (eds.) Encoding the Past: Decoding the Future: Corpora in the 21st Century. Cambridge Scholars Publishing, Newcastle upon Tyne. find
- Stephen C. Levinson. 2000 Presumptive meanings. The theory of Generalized Conversational Implicature. MIT Press, London, UK and Cambridge, USA. find
- Carmen Maíz and Jorge Arús. 2008. Towards a diachronic study of modal adverbs: a case study of certainly. find
- Marianne Mithun. 1986. Evidential diachrony in Northern Iroquoian. In: Wallace Chafe and Johanna Nichols (eds.), Evidentiality: The Linguistic Coding of Epistemology. Ablex, Norwood. find
- Jan Nuyts. 2001. Epistemic Modality, Language and Conceptualization: A Cognitive-Pragmatic Perspective. John Benjamins, Amsterdam/Philadelphia. find
- Jan Nuyts. 2005. The modal confusion: On terminology and the concepts behind it. In: Alex Klinge and Henrik Høeg Müller (eds.), Modality: Studies in Form and Function. Equinox, London. find
- Frank R. Palmer. 1990 [1979]. Modality and the English Modals. Longman, London and New York. find
- Michael R. Perkins. 1983. Modal Expressions in English. Frances Pinter, London. find
- Anne-Marie Simon-Vandenbergen and Karin Aijmer. 2007. The Semantic Field of Modal Certainty. A Corpus-based Study of English Adverbs. Mouton de Gruyter, Berlin and New York. ↗
- Toril Swan. 1988. Sentence Adverbials in English: a Synchronic and Diachronic Investigation. Novus Forlag, Oslo. find
- Gordon Tucker. 2001. Possibly alternative modality. Functions of Language, 8.2, 183-216. ↗
- Anna Wärnsby. 2006. (De)coding Modality. The Case of Must, May, Måste and Kan. Lund Studies in English 113. Lund University, Lund. Juan Rafael Zamorano-Mansilla and Carretero, Marta. (in press). An annotation scheme for dynamic modality in English and Spanish. In: Maite Taboada, Susana Doval Suárez and Elsa González Álvarez (eds.) Contrastive discourse analysis: Functional and corpus perspectives. Equinox, London. find
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