README: drop arXiv references; PDF only

README.md

@@ -2,25 +2,22 @@
 
 Companion model checkpoints 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: [arXiv:2512.00482](https://arxiv.org/abs/2512.00482) · [PDF](https://amir-ivry.github.io/assets/papers/SE_probing.pdf)
+📄 Paper (PDF): [SE Probing](https://amir-ivry.github.io/assets/papers/SE_probing.pdf)
 
 ## Files
 
-- `muse_reverb_e48.pt` (2.3 MB): Reverb fine-tuned MUSE checkpoint (epoch 48). PESQ 3.02 / STOI 0.944 on the 824x5 RIR test set; this is the model probed in Section 4.2 of the paper. Trained from the upstream noise-only MUSE g_best, fine-tuned on RIR-Mega convolutive mixtures.
+-  (2.3 MB): Reverb fine-tuned MUSE checkpoint (epoch 48). PESQ 3.02 / STOI 0.944 on the 824x5 RIR test set; this is the model probed in Section 4.2 of the paper. Trained from the upstream noise-only MUSE g_best, fine-tuned on RIR-Mega convolutive mixtures.
 
-The training pipeline that produced this checkpoint is vendored in the SE-Probe repository under `training/` (originally <https://github.com/YairAmar/muse-dereverb-ft>).
+The training pipeline that produced this checkpoint is vendored in the SE-Probe repository under  (originally <https://github.com/YairAmar/muse-dereverb-ft>).
 
 ## Citation
 
 ```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}
+  title  = {Where Does Speech Enhancement Adapt? Probing Study Under Controlled Degradation},
+  author = {Amar, Yair and Ivry, Amir and Cohen, Israel},
+  year   = {2026},
+  url    = {https://amir-ivry.github.io/assets/papers/SE_probing.pdf}
 }
 ```