Update README.md

README.md

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 For an explanation of this project and the models trained for it, please see the [Report](Report/REPORT.md).
 
 The root folder contains scripts for dataset preprocessing.
-[chess-mamba-vs-xformer](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](chess-mamba-vs-xformer/config).
-Model checkpoints are in [chess-mamba-vs-xformer/out](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](chess-gpt-eval/)
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+[chess-mamba-vs-xformer](../../tree/main/chess-mamba-vs-xformer/) contains the training scripts.
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+Config files, used to set model configuration and training hyperameters, are in [chess-mamba-vs-xformer/config](../../tree/main/chess-mamba-vs-xformer/config).
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+Model checkpoints are in [chess-mamba-vs-xformer/out](../../tree/main/chess-mamba-vs-xformer/out). The last checkpoint for completed models (e.g. Mamba and Transformer 50M) are .../anneal/anneal_complete.pt.
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+[chess-gpt-eval](../../tree/main/chess-gpt-eval/) has the scripts for model evaluation - playings games against Stockfish or lc0 chess engines. The logs folder contains raw evaluation metrics.
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+[chess-gpt-eval-contrastive](../../tree/main/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.