Reproducibility Manifest Generated by scripts/make_manifest.py on 2026-06-11. Re-run to refresh. Verify a file with sha256sum <path>. Python 3.12.3 Environment (key libraries) package version torch 2.13.0.dev20260602+cu130 torchaudio 2.11.0.dev20260603+cu130 transformers 5.10.1 numpy 2.4.4 scipy 1.17.1 scikit-learn 1.9.0 soundfile 0.13.1 librosa 0.11.0 onnxruntime 1.26.0 pyarrow 24.0.0 Artifact SHA-256 artifact size (MB) sha256 model_best.pt 1269.44 2ae9d4ee0705c76d49ce1eb2e79513000aab0db1f415dbd422ff55dbf3b43c28 config.json 0.00 7e0e881ac712c26aad992117262a3560a9cbabbcd66d85c9239f47b1f2246591 trial_metadata.txt 10.16 6cc64a94d74c3c749a4ad8f5e377d0f46ed221477cfe3585996d8b550548bba8 scores_v9c_official.npz 0.70 aac31dcba39f51cc65a7dc8000166b0e6b26075689c53a6105d5b94945f7e40e Dataset identity (per-file hashing impractical) dataset files bytes source ASVspoof 2021 LA eval (official) 181,566 7,747,463,501 Zenodo 4837263 + asvspoof.org CM keys