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cs.CL2024
Defining Knowledge: Bridging Epistemology and Large Language Models
Constanza Fierro, Ruchira Dhar, Filippos Stamatiou +2
Knowledge claims are abundant in the literature on large language models (LLMs); but can we say that GPT-4 truly "knows" the Earth is round? To address this question, we review sta…
cs.CL2024
From Words to Worlds: Compositionality for Cognitive Architectures
Ruchira Dhar, Anders Søgaard
Large language models (LLMs) are very performant connectionist systems, but do they exhibit more compositionality? More importantly, is that part of why they perform so well? We pr…
cs.CL2024
Word Order and World Knowledge
Qinghua Zhao, Vinit Ravishankar, Nicolas Garneau +1
Word order is an important concept in natural language, and in this work, we study how word order affects the induction of world knowledge from raw text using language models. We u…