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cs.CL2025
Meaning-infused grammar: Gradient Acceptability Shapes the Geometric Representations of Constructions in LLMs
Supantho Rakshit, Adele Goldberg
The usage-based constructionist (UCx) approach to language posits that language comprises a network of learned form-meaning pairings (constructions) whose use is largely determined…
cs.CL2025
For GPT-4 as with Humans: Information Structure Predicts Acceptability of Long-Distance Dependencies
Nicole Cuneo, Eleanor Graves, Supantho Rakshit +1
It remains debated how well any LM understands natural language or generates reliable metalinguistic judgments. Moreover, relatively little work has demonstrated that LMs can repre…
cs.CL2025
A suite of LMs comprehend puzzle statements as well as humans
Adele E Goldberg, Supantho Rakshit, Jennifer Hu +1
Recent claims suggest that large language models (LMs) underperform humans in comprehending minimally complex English statements (Dentella et al., 2024). Here, we revisit those fin…