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clean_idx
int64
0
779
snr
float64
-10
30
layer
stringclasses
168 values
CKA
float64
0
1
model_name
stringclasses
4 values
noisy_sisdr
float64
-130.35
30.2
noisy_stoi
float64
-0.22
1
noisy_dnsmos_sig
float64
0.51
3.82
noisy_dnsmos_bak
float64
0.85
4.23
noisy_dnsmos_ovrl
float64
0.87
3.58
enhanced_sisdr
float64
-119.79
31.3
enhanced_stoi
float64
-0.13
1
enhanced_dnsmos_sig
float64
0.51
3.88
enhanced_dnsmos_bak
float64
0.76
4.29
enhanced_dnsmos_ovrl
float64
0.83
3.7
noisy_pesq
float64
1.02
4.63
enhanced_pesq
float64
1.02
4.57
noise_name
stringclasses
15 values
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TCFTransformer.mag_refinement.mhca_blks.0.transformer_layers.1.ffn.project_out
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DKITCHEN
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TCFTransformer.mag_refinement.mhca_blks.0.transformer_layers.2.norm2
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MUSE
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DKITCHEN
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TCFTransformer.mag_refinement.mhca_blks.0.transformer_layers.2.ffn.project_out
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MUSE
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MUSE
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TCFTransformer.mag_refinement.mhca_blks.0.transformer_layers.3.norm2
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TCFTransformer.mag_refinement.mhca_blks.0.transformer_layers.3.ffn.project_out
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MUSE
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1
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MUSE
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DKITCHEN
1
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TCFTransformer.encoder_level1.mhca_blks.0.transformer_layers.0.norm2
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MUSE
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DKITCHEN
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TCFTransformer.encoder_level1.mhca_blks.0.transformer_layers.0.ffn.project_out
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MUSE
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DKITCHEN
1
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TCFTransformer.encoder_level1.mhca_blks.0.transformer_layers.1.norm1
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MUSE
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DKITCHEN
1
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TCFTransformer.encoder_level1.mhca_blks.0.transformer_layers.1.norm2
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MUSE
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DKITCHEN
1
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TCFTransformer.encoder_level1.mhca_blks.0.transformer_layers.1.ffn.project_out
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MUSE
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DKITCHEN
1
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TCFTransformer.encoder_level1.mhca_blks.0.transformer_layers.2.norm1
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MUSE
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DKITCHEN
1
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TCFTransformer.encoder_level1.mhca_blks.0.transformer_layers.2.norm2
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MUSE
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DKITCHEN
1
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TCFTransformer.encoder_level1.mhca_blks.0.transformer_layers.2.ffn.project_out
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MUSE
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DKITCHEN
1
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TCFTransformer.encoder_level1.mhca_blks.0.transformer_layers.3.norm1
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MUSE
-9.838917
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DKITCHEN
1
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TCFTransformer.encoder_level1.mhca_blks.0.transformer_layers.3.norm2
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MUSE
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DKITCHEN
1
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TCFTransformer.encoder_level1.mhca_blks.0.transformer_layers.3.ffn.project_out
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MUSE
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DKITCHEN
1
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TCFTransformer.encoder_level2.mhca_blks.0.transformer_layers.0.norm1
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MUSE
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DKITCHEN
1
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TCFTransformer.encoder_level2.mhca_blks.0.transformer_layers.0.norm2
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MUSE
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DKITCHEN
1
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TCFTransformer.encoder_level2.mhca_blks.0.transformer_layers.0.ffn.project_out
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MUSE
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DKITCHEN
1
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TCFTransformer.encoder_level2.mhca_blks.0.transformer_layers.1.norm1
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MUSE
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DKITCHEN
1
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TCFTransformer.encoder_level2.mhca_blks.0.transformer_layers.1.norm2
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MUSE
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DKITCHEN
1
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TCFTransformer.encoder_level2.mhca_blks.0.transformer_layers.1.ffn.project_out
0.306152
MUSE
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DKITCHEN
1
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TCFTransformer.encoder_level2.mhca_blks.0.transformer_layers.2.norm1
0.07054
MUSE
-9.838917
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DKITCHEN
1
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TCFTransformer.encoder_level2.mhca_blks.0.transformer_layers.2.norm2
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MUSE
-9.838917
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DKITCHEN
1
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TCFTransformer.encoder_level2.mhca_blks.0.transformer_layers.2.ffn.project_out
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MUSE
-9.838917
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DKITCHEN
1
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TCFTransformer.encoder_level2.mhca_blks.0.transformer_layers.3.norm1
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MUSE
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DKITCHEN
1
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TCFTransformer.encoder_level2.mhca_blks.0.transformer_layers.3.norm2
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MUSE
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DKITCHEN
1
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TCFTransformer.encoder_level2.mhca_blks.0.transformer_layers.3.ffn.project_out
0.381603
MUSE
-9.838917
0.549079
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10.083623
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3.477864
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DKITCHEN
1
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TCFTransformer.latent.mhca_blks.0.transformer_layers.0.norm1
0.25715
MUSE
-9.838917
0.549079
3.102619
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DKITCHEN
1
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TCFTransformer.latent.mhca_blks.0.transformer_layers.0.norm2
0.180045
MUSE
-9.838917
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3.102619
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DKITCHEN
1
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TCFTransformer.latent.mhca_blks.0.transformer_layers.0.ffn.project_out
0.432863
MUSE
-9.838917
0.549079
3.102619
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DKITCHEN
1
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TCFTransformer.latent.mhca_blks.0.transformer_layers.1.norm1
0.337999
MUSE
-9.838917
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0.766709
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DKITCHEN
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SE-Probe full results dataset

Pre-computed CKA, diffusion-map, and probing results for SE-Probe, the public code release for "Where Does Speech Enhancement Adapt? Probing Study Under Controlled Degradation" (Amar, Ivry, Cohen, 2026).

📄 Paper: arXiv:2512.00482

Layout

  • snr/cka_snr_<model>.parquet: per-architecture (MUSE, MP-SENet, Demucs) CKA values across additive-noise SNRs and DEMAND noise types, with per-row audio quality metrics (PESQ, STOI, SI-SDR, DNSMOS family).
  • reverb/cka_reverb_muse_epoch_<N>.parquet: per-epoch reverb-FT MUSE probing parquets. Epoch 48 is the final fine-tuned model; the others trace the fine-tuning trajectory.
  • diffusion_maps/: pre-computed diffusion-map embeddings per (model, snr, noise, layer).

Total ~3.1 GB. To download into a local SE-Probe checkout: python scripts/setup.py --full-data.

Citation

@article{amar2026seprobe,
  title         = {Where Does Speech Enhancement Adapt? Probing Study Under Controlled Degradation},
  author        = {Yair Amar and Amir Ivry and Israel Cohen},
  year          = {2026},
  eprint        = {2512.00482},
  archivePrefix = {arXiv},
  primaryClass  = {eess.AS},
  url           = {https://arxiv.org/abs/2512.00482}
}

License

MIT.

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