activity
20162022
most citedInducing brain-relevant bias in natural language processing models

22 citations · 28 across the 3 of their papers we have counts for

collaborators

6 papers

q-bio.NC20225 cited

Same Cause; Different Effects in the Brain

Mariya Toneva, Jennifer Williams, Anand Bollu +2

To study information processing in the brain, neuroscientists manipulate experimental stimuli while recording participant brain activity. They can then use encoding models to find…

q-bio.NC20211 cited

Behavior measures are predicted by how information is encoded in an individual's brain

Jennifer Williams, Leila Wehbe

Similar to how differences in the proficiency of the cardiovascular and musculoskeletal system predict an individual's athletic ability, differences in how the same brain region en…

cs.CL2020

Modeling Task Effects on Meaning Representation in the Brain via Zero-Shot MEG Prediction

Mariya Toneva, Otilia Stretcu, Barnabas Poczos +2

How meaning is represented in the brain is still one of the big open questions in neuroscience. Does a word (e.g., bird) always have the same representation, or does the task under…

q-bio.NC201922 cited

Inducing brain-relevant bias in natural language processing models

Dan Schwartz, Mariya Toneva, Leila Wehbe

Progress in natural language processing (NLP) models that estimate representations of word sequences has recently been leveraged to improve the understanding of language processing…

cs.CL2019

Interpreting and improving natural-language processing (in machines) with natural language-processing (in the brain)

Mariya Toneva, Leila Wehbe

Neural networks models for NLP are typically implemented without the explicit encoding of language rules and yet they are able to break one performance record after another. This h…

stat.ML2016

Proceedings of the 5th Workshop on Machine Learning and Interpretation in Neuroimaging (MLINI) at NIPS 2015

I. Rish, L. Wehbe, G. Langs +3

This volume is a collection of contributions from the 5th Workshop on Machine Learning and Interpretation in Neuroimaging (MLINI) at the Neural Information Processing Systems (NIPS…