Comparing the Encoding Performance of Neural Language Models and Psychologically Plausible Models in Predicting Brain Activity Across Languages and Modalities

Psychologically plausible models outperform neural language models in predicting brain activation across diverse contexts, modalities, and languages, with embodied models exhibiting exceptional performance at the discourse level.