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cs.CL2026
How Much Structure Do LLMs Need? Evaluating LLMs for Bibliometric Cluster Description
Abraham Camelo-Guerrero, Jairo Diaz-Rodriguez
Large language models (LLMs) can support scientific literature synthesis, but remain prone to hallucinated references, uneven coverage, and weakly grounded thematic organization. W…
cs.CL2025
Dynamics of Spontaneous Topic Changes in Next Token Prediction with Self-Attention
Mumin Jia, Jairo Diaz-Rodriguez
Human cognition is punctuated by abrupt, spontaneous shifts between topics-driven by emotional, contextual, or associative cues-a phenomenon known as spontaneous thought in neurosc…