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README.md

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 ---
 license: apache-2.0
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+
+Each directory corresponds to a model/datapoint in the InterpBench dataset. It is structured as: 
+
+```
+- task // directory name
+-- ll_model_{weight}.pth // the low level transformer model
+-- meta.json //ll_model_cfg_{weight}.pkl // a config for the transformer model
+-- meta_{weight}.json // training hyperparams
+-- edges.pkl // label for the circuit, i.e., list of all the edges that are a part of the ground truth circuit 
+```
+
+This repository of models is complimentary to [CircuitsBenchmark](https://github.com/FlyingPumba/circuits-benchmark), and should be used to load the models. Alternatively, [TransformerLens](https://github.com/TransformerLensOrg/TransformerLens) can also be used to load it using the ll_config.json