Published June 13, 2023 | Version 1.0.1
Dataset Open

FIND: A Function Interpretation Dataset and Benchmark for Evaluating Interpretability Methods

Creators

  • 1. MIT
  • 2. Northeastern University

Description

FIND is an interactive dataset for evaluating AI interpretability methods on black box functions. 

This dataset contains all function files for the FIND benchmark and JSON files with associated metadata. The utilities provided in the associated FIND GitHub Repository support running and evaluating interpretation of the functions with user-defined interpreters.

Files

FIND-dataset.zip

Files (2.7 MB)

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md5:93cf573a9d7b5a1d840e8635fc688556
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Additional details

Related works

Is supplement to
Preprint: https://arxiv.org/abs/2309.03886 (URL)
Software: https://github.com/multimodal-interpretability/FIND (URL)