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Experience Grounds Language

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Ari Holtzman: "You can't learn language from the radio." 📻 Why does NLP keep trying to? In https://arxiv.org/abs/2004.10151 we argue that physical and social grounding are key because, no matter the architecture, text-only learning doesn't have access to what language is *about* and what it *does*.

17 replies, 634 likes


Adam Santoro: "Experience Grounds Language" https://arxiv.org/abs/2004.10151 Some really nice thoughts on language grounding! I'm totally on board with this agenda, though I do have a few minor quibbles:

1 replies, 36 likes


Emily M. Bender: My @twimlai episode's premiere is now complete, but you can catch the episode anytime here: https://twimlai.com/twiml-talk-376-is-linguistics-missing-from-nlp-research-w-emily-m-bender/ Thanks again @samcharrington! #nlproc #linguistics #ethnlp #catsoflinguists

2 replies, 32 likes


David Schlangen: This looks like an interesting paper! It's a bit of an indictment of our field that this relatively obvious fact needs to be made again and again, but on the other hand the fact that it is being made more often recently is a good sign perhaps.

4 replies, 22 likes


Fabian Offert: Must-read from #NLP essentially doing #DH's job. Also echoes many conversations on "meaning" I had in the past year, with @alanyliu, @Peter_Bell77, and others.

1 replies, 11 likes


Pierre-Yves Oudeyer: On the topic of grounding language in action and social context, the work and roadmap made 10 years ago in development robotics (Italk EU project) is still fully relevant for #AI, #NPL and #DeepRL. Turn off the radio and go explore the world :) https://www.fose1.plymouth.ac.uk/socem/crns/italk/publications/Cangelosi-etal-Roadmap-IEEETAMD.pdf https://t.co/8VCnEn1qg5

0 replies, 10 likes


Laura Graesser: Happy to see this. In the words of Terry Winograd & Fernando Flores: "Language and cognition are fundamentally social. Maturana, Gadamer, and Heidegger all argue that our ability to think and give meaning to language is rooted in our participation in a society and a tradition."

1 replies, 8 likes


ALife Papers: Experience Grounds Language " we consider work on the contextual foundations of language: grounding, embodiment, and social interaction. [...] history and possible progression of how contextual information can factor into our representations" https://arxiv.org/pdf/2004.10151.pdf https://t.co/6PXSIO83jN

0 replies, 6 likes


Giosuè Baggio: NLP/AI rediscovers/reworks old ideas about “grounding, embodiment, and social interaction”—perhaps they will succeed where philosophy and psychology have failed… ‘Experience Grounds Language’, by @ybisk et al. @arxiv https://arxiv.org/abs/2004.10151

0 replies, 5 likes


Rowan Zellers: Neat opinion piece + framework about the limitations of NLP today -- and what we should do next

0 replies, 5 likes


Seth Stafford: Fun and informative chat with @emilymbender on TWiML with @samcharrington ! She recommended this impressive manifesto on the essential role of sensory experience/action in grounding language. The rhetorical salvo below (pic) is an apt summary. https://arxiv.org/abs/2004.10151 https://t.co/c8ZkvtQtNA

1 replies, 2 likes


Jordi Armengol: Thought experiment: you find large text documents from an alien civilization. Somehow, you manage to discretize/tokenize the raw input and use it to train a SOTA language model. Yet, you don’t understand a thing of the alien language (nor does the language model). #grounding

0 replies, 1 likes


Content

Found on Apr 22 2020 at https://arxiv.org/pdf/2004.10151.pdf

PDF content of a computer science paper: Experience Grounds Language