README: add arXiv link + citation

README.md

@@ -1,26 +1,40 @@
-# SE-Probe v0.1.0 — full results parquet snapshot
+---
+license: mit
+tags:
+  - speech-enhancement
+  - interpretability
+  - cka
+  - probing
+---
 
-This directory is the staging area for the full pre-computed CKA / probing
-results uploaded to HuggingFace Hub for SE-Probe v0.1.0.
+# SE-Probe full results dataset
+
+Pre-computed CKA, diffusion-map, and probing results for [SE-Probe](https://github.com/YairAmar/SE-Probe), the public code release for *"Where Does Speech Enhancement Adapt? Probing Study Under Controlled Degradation"* (Amar, Ivry, Cohen, 2026).
+
+📄 Paper: <https://arxiv.org/abs/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).
+- `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`.
 
-## Size
+## Citation
 
-Total ≈ 3.1 GB. HuggingFace Hub stores large parquets via Git-LFS
-automatically; no special action required on upload.
+```bibtex
+@article{amar2026seprobe,
+  title         = {Where Does Speech Enhancement Adapt? Probing Study Under Controlled Degradation},
+  author        = {Amar, Yair and Ivry, Amir and Cohen, Israel},
+  year          = {2026},
+  eprint        = {2512.00482},
+  archivePrefix = {arXiv},
+  primaryClass  = {eess.AS},
+  url           = {https://arxiv.org/abs/2512.00482}
+}
+```
 
-## Pointer
+## License
 
-Source code that consumes these files lives at
-<https://github.com/YairAmar/SE-Probe>. The `scripts/setup.py` helper there
-fetches this snapshot when invoked with `--full-data`.
+MIT.