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Update README.md

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@@ -45,11 +45,11 @@ from huggingface_hub import hf_hub_download
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  ckpt_path = hf_hub_download(repo_id="ragou19/WaveletLM", filename="best_model.pt")
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  # Then follow the instructions in the GitHub repo to load and run:
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- # https://github.com/ramongougis/WaveletLM
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  ```
 
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  ## Architecture
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- See the full <a href="https://github.com/ramongougis/WaveletLM#architecture">architecture documentation</a> on GitHub.
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  ## Training
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  Trained on a single RTX 5090 for 5 epochs on WikiText-103 (best of 3 seeds: 1337, 42, 7). Best validation loss: 3.16. PG-19 weights also included (1-epoch run; longer training planned post-release).
 
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  ckpt_path = hf_hub_download(repo_id="ragou19/WaveletLM", filename="best_model.pt")
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  # Then follow the instructions in the GitHub repo to load and run:
 
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  ```
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+ https://github.com/ramongougis/WaveletLM
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  ## Architecture
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+ ![WaveletLM architecture](https://raw.githubusercontent.com/ramongougis/WaveletLM/main/assets/waveletlm-architecture.svg)
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  ## Training
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  Trained on a single RTX 5090 for 5 epochs on WikiText-103 (best of 3 seeds: 1337, 42, 7). Best validation loss: 3.16. PG-19 weights also included (1-epoch run; longer training planned post-release).