2 papers
cs.CL2026
How Language Models Conflate Logical Validity with Plausibility: A Representational Analysis of Content Effects
Leonardo Bertolazzi, Sandro Pezzelle, Raffaella Bernardi
Both humans and large language models (LLMs) exhibit content effects: biases in which the plausibility of the semantic content of a reasoning problem influences judgments regarding…
cs.CV2025
Movie Facts and Fibs (MF): A Benchmark for Long Movie Understanding
Emmanouil Zaranis, António Farinhas, Saul Santos +28
Despite recent progress in vision-language models (VLMs), holistic understanding of long-form video content remains a significant challenge, partly due to limitations in current be…