Climbing towards NLU: On Meaning, Form, and Understanding in the Age of Data
Bender & Koller, 2020, Climbing towards NLU (Proceedings of the 58th Annual Meeting of ACL)
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3 What is meaning?
- How do Bender and Koller define form and meaning?Form is any observable realization of language (marks on a page, bytes, articulator movements). Meaning is the relation \(M \subseteq E \times I\) between expressions \(e\) and the communicative intents \(i\) they can be used to evoke; understanding is retrieving \(i\) from \(e\).
C links form to standing meaning, M to intent; both point outside language (right of the dashed line) - Bender & Koller, 2020, Climbing towards NLU (Proceedings of the 58th Annual Meeting of ACL), §3, pp. 5186–5187
- What is conventional (standing) meaning, and how does it relate to communicative intent?Standing meaning is what an expression means constantly across contexts: a linguistic system provides \(C \subseteq E \times S\), with meanings that have interpretations (e.g. can be tested for truth against a model of the world). A speaker picks \(e\) whose standing meaning fits their intent; the listener reconstructs \(s\) and uses context and guesses about the speaker to infer \(i\).
- Bender & Koller, 2020, Climbing towards NLU (Proceedings of the 58th Annual Meeting of ACL), §3, pp. 5186–5187
- Why is the listener’s role active in communication? Give an example.Listeners must use context and hypotheses about the speaker’s mind to infer intent: in “The photographer asked me to do a Napoleon for the camera”, Napoleon means a particular pose; in “Never ask two China trips to the same party”, China trip means a person who recently visited China.
- Bender & Koller, 2020, Climbing towards NLU (Proceedings of the 58th Annual Meeting of ACL), §3, pp. 5186–5187
Source
- Emily M. Bender and Alexander Koller. 2020. Climbing towards NLU: On Meaning, Form, and Understanding in the Age of Data. In Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics, pp. 5185–5198. License: CC BY 4.0. Flashcards adapted from this work. doi:10.18653/v1/2020.acl-main.463 https://aclanthology.org/2020.acl-main.463/