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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4 The octopus test
- Describe Bender and Koller’s octopus test.Two English speakers, A and B, stranded on islands, chat by underwater telegraph. A hyper-intelligent octopus O taps the cable, learns the statistics of their messages, then cuts B off and impersonates B. Can O fool A, having seen only form?
- Bender & Koller, 2020, Climbing towards NLU (Proceedings of the 58th Annual Meeting of ACL), §4, pp. 5188–5189
- Where does the octopus succeed and where does it fail?Social small talk, which needs only internally coherent text, may fool A. With A’s coconut catapult instructions, O can only reply generically (“Cool idea, great job!”), and A does the work of attributing meaning. When A urgently asks how to fight a bear with sticks, O fails: that needs mapping words to real-world entities.
- Bender & Koller, 2020, Climbing towards NLU (Proceedings of the 58th Annual Meeting of ACL), §4, pp. 5188–5189
- What does the octopus test show about who creates meaning in such exchanges?It isn’t that O’s utterances make sense, but that A can make sense of them: A assumes the sender has communicative intents (as English speakers usually do) and attributes intent from conventional meaning and her model of B.
- Bender & Koller, 2020, Climbing towards NLU (Proceedings of the 58th Annual Meeting of ACL), §4, pp. 5188–5189
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/