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egolimblevskaia/circuitlens-gemma-2-2btranscoder-descriptions-and-evaluations

CircuitLens & WeightLens: Transcoder Descriptions and Evaluations This dataset contains automatically generated descriptions and evaluation metrics for Gemma-2-2B transcoders, produced using CircuitLens and WeightLens methods. Methods CircuitLens: https://github.com/egolimblevskaia/CircuitLens WeightLens: https://github.com/egolimblevskaia/WeightLens Dataset Structure The dataset is organized by layers (0, 4, 7, 10, 12, 15, 18, 21, 23, 25), with… See the full description on the dataset page: https://huggingface.co/datasets/egolimblevskaia/circuitlens-gemma-2-2btranscoder-descriptions-and-evaluations.

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CircuitLens & WeightLens: Transcoder Descriptions and Evaluations

This dataset contains automatically generated descriptions and evaluation metrics for Gemma-2-2B transcoders, produced using CircuitLens and WeightLens methods.

Methods

Dataset Structure

The dataset is organized by layers (0, 4, 7, 10, 12, 15, 18, 21, 23, 25), with each layer containing CSV files for different description methods:

├── layer_0/
│   ├── WeightLens.csv
│   ├── WeightLens_Out.csv
│   ├── WeightLens_Out_LLM.csv
│   ├── CircuitLens-Input.csv
│   ├── CircuitLens-Full.csv
│   ├── CircuitLens-Input_top.csv
│   ├── CircuitLens-Full_top.csv
│   ├── WL_CircuitLens-Full.csv
│   ├── Neuronpedia.csv
│   └── MaxAct.csv
├── layer_4/
│   └── ...
└── ...

CSV Columns

ColumnDescription
neuron_idxTranscoder neuron index
descriptionGenerated concept description
ClarityClarity evaluation metric
ResponsivenessResponsiveness evaluation metric
PurityPurity evaluation metric
FaithfulnessFaithfulness evaluation metric

Paper

Circuit Insights: Towards Interpretability Beyond Activations

Elena Golimblevskaia, Aakriti Jain, Bruno Puri, Ammar Ibrahim, Wojciech Samek, and Sebastian Lapuschkin

https://arxiv.org/abs/2510.14936

Citation

bibtex
@article{golimblevskaia2024circuit,
  title={Circuit Insights: Towards Interpretability Beyond Activations},
  author={Golimblevskaia, Elena and Jain, Aakriti and Puri, Bruno and Ibrahim, Ammar and Samek, Wojciech and Lapuschkin, Sebastian},
  journal={arXiv preprint arXiv:2510.14936},
  year={2024}
}