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For an explanation of this project and the models trained for it, please see the Report.

The root folder contains scripts for dataset preprocessing.

chess-mamba-vs-xformer contains the training scripts.

Config files, used to set model configuration and training hyperameters, are in chess-mamba-vs-xformer/config.

Model checkpoints are in chess-mamba-vs-xformer/out. The last checkpoint for completed models (e.g. Mamba and Transformer 50M) are .../anneal/anneal_complete.pt.

chess-gpt-eval has the scripts for model evaluation - playings games against Stockfish or lc0 chess engines. The logs folder contains raw evaluation metrics.

chess-gpt-eval-contrastive likewise has the scripts for model evaluation, but modified for training and evaluation of contrastive activation and linear probes. The logs folder again contains raw evaluation metrics.

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