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Author

Kushin Mukherjee

3 papers indexed here

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Open access Sep 2026

Color-concept associations reveal a new conceptual space.

People are capable of using simple perceptual features such as color to signify complex meanings (perceptual semantics), an important aspect of nonverbal communication. This paper considers the nature and structure of the mental representations that support these abilities, using color semantics as a key example. Prior...

Kushin Mukherjee, Laurent Lessard, Michael Gleicher et al. · 2 citations

Uncovering the Computational Ingredients of Human-Like Representations in LLMs

Evaluating over 75 models on a triplet similarity task finds that instruction fine-tuning and larger attention head dimensionality are among the strongest predictors of human alignment, while activation function choice, multimodal pretraining, and parameter size have limited influence on alignment.

Zach Studdiford, Timothy T. Rogers, Kushin Mukherjee et al. · 1 citation

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