Author

Sihang Guo

University of California, BerkeleyORCID 0000-0002-1028-7565Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Neuroscience· 2

Signature Assays, Organisms & Methods

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Research Focus:benchmarking· 1 Organism:human· 1 Assay:imaging· 1 Approach:large language model· 1 Approach:statistical model· 1

Frequent Co-Authors

Alexander G. HuthiD· 2 shared Chandan Singh· 1 shared Gavin MischleriD· 1 shared Jianfeng GaoiD· 1 shared Nima MesgaraniiD· 1 shared Richard AntonelloiD· 1 shared

Activity by Year

2025-2026 · peak 1/yr

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6 top collaborators · 15 mutual co-author links

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2 shared papersNeuroscience

Alexander G. HuthORCID

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2 papers

Recent·Most cited

NeurosciencebioRxivPreprintJul 6, 2026

The Premotor Language Area Encodes a Full Acoustic-to-semantic Speech Hierarchy

Sihang Guo, Alexander G. Huth

This study identifies a premotor language area (PML) in the ventral premotor cortex that contains a full speech-processing hierarchy from acoustic to semantic features.

DOI 10.64898/2026.07.01.735929

humanstatistical model

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NeurosciencebioRxivPreprintAug 12, 2025

Evaluating scientific theories as predictive models in language neuroscience

Chandan Singh, Richard Antonello, Sihang Guo…·Alexander G. Huth

This paper introduces QA encoding models that convert qualitative language theories into interpretable brain response predictors, outperforming baselines in fMRI and ECoG data.

1 citation

imaginglarge language model

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