Latest posts tagged with #Compositionality on Bluesky
Seven Sketches in Compositionality: AnInvitation to Applied Category Theory by Brendan Fong and David Spivak.
Reading this as part of my work on Open Games.
chrome-extension://efaidnbmnnnibpcajpcglclefindmkaj/https://dspivak.net/7Sketches.pdf
#CategoryTheory #Compositionality #OpenGames
Measuring Additive Compositionality in Classic and Modern Embeddings
A new study’s two‑step framework shows Word2Vec retains linear signals, while transformer models’ compositionality peaks in middle layers then declines at top layer. getnews.me/measuring-additive-compo... #compositionality #word2vec #transformers
At IWCS soon, Matteo Radaelli shows 17 Norwegian LMs struggle to recover plausible covert events in complement coercion, in spite of positive (but not uniform across LMs) context effects 🤖💭 w/ Emmanuele Chersoni & Alessandro Lenci #compositionality #semantics
iwcs2025.github.io/program
Are you at #CoNLL2025 #ACL2025NLP? Check out Matteo Radaelli’s poster, showing 17 Norwegian LMs (BERT, GPT, LLAMA etc.) cannot reliably recover & rank plausible covert events in complement coercion 🤖💭 w/ Emmanuele Chersoni & Alessandro Lenci #compositionality
conll.org
Why is compositional generalization still such a hard problem for LLMs?
Compositionality requires mapping between two distinct representational spaces — often syntax and semantics.
But…
1/
#MetaAI #AIresearch #Compositionality
Key ideas:
• #EmergentReasoning — provably, no external logic engine needed.
• #GeometricLens — lift weights to a probability measure & watch training as a Wasserstein gradient flow; messy SGD turns into clean geometry.
• #Compositionality — small rules snap into big ones. (3/n)
Brilliant preprint by
@marcociapparelli.bsky.social
on compositionality in the semantic network. He used model-driven RSA to identify brain regions representing building blocks vs. compound meanings in concepts like cat-fish or cactus-beetle #compositionality #rsa Details below! 👇
Check out Marco Ciapparelli’s recent PhD: ‘Multiple routes to conceptual combination: A distributional modeling approach’. It was a pleasure reading this awesome work. Congratulations to you + advisors Marco Marelli & Carlo Reverberi @ UniMi Bicocca #compositionality
boa.unimib.it/handle/10281...
Are you interested in #compositionality #analogy and #languageprocessing from a usage-based constructionist perspective? Then you can't miss my Element published with @cambridgeup.bsky.social . Don't miss the chance to get a free copy - only until the 14th!
A Survey on Compositional Learning of AI Models: Theoretical and Experimental Practices
Sania Sinha, Tanawan Premsri, Parisa Kordjamshidi
Action editor: Yonatan Bisk
https://openreview.net/forum?id=BXDxwItNqQ
#compositionality #compositional #ai
New #Survey Certification:
A Survey on Compositional Learning of AI Models: Theoretical and Experimental Practices
Sania Sinha, Tanawan Premsri, Parisa Kordjamshidi
https://openreview.net/forum?id=BXDxwItNqQ
#compositionality #compositional #ai
4yo to me: this is a police dog. You will be the police human.
#parenting #compositionality
#הורות
