On the Algonauts 2025 benchmark, a linear brain-encoding model with X-CLIP and Whisper features outperformed an attention-based model on out-of-distribution movies, and linguistic features were excluded after preliminary analyses.
Hosseini, Nancy Kanwisher, Joshua Tenenbaum, and Evelina Fedorenko
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Probing Multimodal Fusion in the Brain: The Dominance of Audiovisual Streams in Naturalistic Encoding
On the Algonauts 2025 benchmark, a linear brain-encoding model with X-CLIP and Whisper features outperformed an attention-based model on out-of-distribution movies, and linguistic features were excluded after preliminary analyses.