{ "model": "VoiceHub/DACVAE-Turkish", "training_source_commit": "ef31744", "github_report_commit": "d82893caf3b86ba58b8947caddf1a8ce205397f5", "checkpoint_sha256": "9f0db3e4eb7b5f242222926df4ac64b72ed8e1c67c07e2f5f87e8f6b14ff4f96", "weights_sha256": "9f2ca66004a7457f10e105c0eba3f8ce44961e2f9ef65bb2813ddbd2e464c7dd", "evaluation": { "split": "validation", "crop_samples": 256, "crop_seconds": 3, "asr_full_utterances": 32, "asr_duration_seconds": 224.24159963151928, "sample_rate": 48000, "codec_precision": "fp32", "posterior": "mean", "watermark": "bypass", "loudness_db": -16, "asr_model": "openai/whisper-large-v3-turbo", "asr_revision": "41f01f3fe87f28c78e2fbf8b568835947dd65ed9" }, "models": { "meta": { "reconstruction": { "mel": 0.2786256688996218, "stft": 1.0640862321015447, "si_sdr_db": 16.884010054171085 }, "asr": { "wer": { "errors": 23, "substitutions": 17, "deletions": 4, "insertions": 2, "reference_units": 461, "hypothesis_units": 459, "rate": 0.049891540130151846 }, "cer": { "errors": 74, "substitutions": 24, "deletions": 32, "insertions": 18, "reference_units": 2886, "hypothesis_units": 2872, "rate": 0.02564102564102564 } } }, "japanese": { "reconstruction": { "mel": 0.26558971946360543, "stft": 0.971278426470235, "si_sdr_db": 17.442306242883205 }, "asr": { "wer": { "errors": 23, "substitutions": 18, "deletions": 4, "insertions": 1, "reference_units": 461, "hypothesis_units": 458, "rate": 0.049891540130151846 }, "cer": { "errors": 73, "substitutions": 22, "deletions": 34, "insertions": 17, "reference_units": 2886, "hypothesis_units": 2869, "rate": 0.025294525294525295 } } }, "turkish": { "reconstruction": { "mel": 0.22691508114803582, "stft": 0.8432678864337504, "si_sdr_db": 17.419028524309397 }, "asr": { "wer": { "errors": 19, "substitutions": 15, "deletions": 3, "insertions": 1, "reference_units": 461, "hypothesis_units": 459, "rate": 0.04121475054229935 }, "cer": { "errors": 66, "substitutions": 18, "deletions": 34, "insertions": 14, "reference_units": 2886, "hypothesis_units": 2866, "rate": 0.02286902286902287 } } } }, "paired_episode_bootstrap": { "meta": { "method": "paired episode-cluster percentile bootstrap", "estimand": "pooled sample mean; 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episodes resampled uniformly with all their paired rows", "n_samples": 256, "n_episodes": 18, "resamples": 10000, "confidence": 0.95, "metrics": { "mel": { "lower_is_better": true, "baseline_mean": 0.26558971946360543, "candidate_mean": 0.22691508114803582, "candidate_minus_baseline": -0.03867463831556961, "delta_ci": [ -0.043182247805592405, -0.03414554283863557 ], "sample_improvement_fraction": 1.0, "sample_improvement_fraction_ci": [ 1.0, 1.0 ], "sample_tie_fraction": 0.0, "episode_improvement_fraction": 1.0, "episode_improvement_fraction_ci": [ 1.0, 1.0 ], "relative_loss_reduction_percent": 14.561797946727118, "relative_loss_reduction_percent_ci": [ 12.812924720810779, 16.33984431013747 ] }, "stft": { "lower_is_better": true, "baseline_mean": 0.971278426470235, "candidate_mean": 0.8432678864337504, "candidate_minus_baseline": -0.1280105400364846, "delta_ci": [ -0.14295202443047406, -0.1122004633242202 ], "sample_improvement_fraction": 1.0, "sample_improvement_fraction_ci": [ 1.0, 1.0 ], "sample_tie_fraction": 0.0, "episode_improvement_fraction": 1.0, "episode_improvement_fraction_ci": [ 1.0, 1.0 ], "relative_loss_reduction_percent": 13.179592642831906, "relative_loss_reduction_percent_ci": [ 11.664869168390986, 14.588833521267814 ] }, "si_sdr_db": { "lower_is_better": false, "baseline_mean": 17.442306242883205, "candidate_mean": 17.419028524309397, "candidate_minus_baseline": -0.02327771857380867, "delta_ci": [ -0.0824172738416143, 0.036898595112216714 ], "sample_improvement_fraction": 0.3828125, "sample_improvement_fraction_ci": [ 0.2766798418972332, 0.4947791811846689 ], "sample_tie_fraction": 0.0, "episode_improvement_fraction": 0.3888888888888889, "episode_improvement_fraction_ci": [ 0.16666666666666666, 0.6111111111111112 ] }, "mel_plus_stft": { "lower_is_better": true, "baseline_mean": 1.2368681459338404, "candidate_mean": 1.0701829675817862, "candidate_minus_baseline": -0.1666851783520542, "delta_ci": [ -0.18402446937180994, -0.14767500246274123 ], "sample_improvement_fraction": 1.0, "sample_improvement_fraction_ci": [ 1.0, 1.0 ], "sample_tie_fraction": 0.0, "episode_improvement_fraction": 1.0, "episode_improvement_fraction_ci": [ 1.0, 1.0 ], "relative_loss_reduction_percent": 13.476390260354407, "relative_loss_reduction_percent_ci": [ 11.990223045831089, 14.795814532473681 ] } } } }, "limitations": [ "Single training seed for waveform150", "Development validation used for selection; not final test", "Only two ASR utterances improve versus baselines", "No listening/MOS/speaker/TTS superiority claim", "Turkish model fine-tuned from Japanese, not directly from Meta" ] }