Search Results for author: Shailee Jain

Found 7 papers, 3 papers with code

Self-supervised models of audio effectively explain human cortical responses to speech

no code implementations27 May 2022 Aditya R. Vaidya, Shailee Jain, Alexander G. Huth

Overall, these results show that self-supervised models effectively capture the hierarchy of information relevant to different stages of speech processing in human cortex.

Representation Learning

Interpretable multi-timescale models for predicting fMRI responses to continuous natural speech

no code implementations NeurIPS 2020 Shailee Jain, Vy Vo, Shivangi Mahto, Amanda LeBel, Javier S. Turek, Alexander Huth

To understand how the human brain represents this information, one approach is to build encoding models that predict fMRI responses to natural language using representations extracted from neural network language models (LMs).

Spatial Language Representation with Multi-Level Geocoding

1 code implementation21 Aug 2020 Sayali Kulkarni, Shailee Jain, Mohammad Javad Hosseini, Jason Baldridge, Eugene Ie, Li Zhang

We present a multi-level geocoding model (MLG) that learns to associate texts to geographic locations.

Toponym Resolution

Incorporating Context into Language Encoding Models for fMRI

no code implementations NeurIPS 2018 Shailee Jain, Alexander Huth

By varying the amount of context used in the models and providing the models with distorted context, we show that this improvement is due to a combination of better word embeddings learned by the LSTM language model and contextual information.

Language Modelling Word Embeddings

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