README: switch back to arXiv link

README.md

@@ -2,7 +2,7 @@
 
 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 (PDF): [SE Probing](https://amir-ivry.github.io/assets/papers/SE_probing.pdf)
+📄 Paper: [arXiv:2512.00482](https://arxiv.org/abs/2512.00482)
 
 ## Files
 
@@ -14,10 +14,13 @@ The training pipeline that produced this checkpoint is vendored in the SE-Probe
 
 ```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},
-  url    = {https://amir-ivry.github.io/assets/papers/SE_probing.pdf}
+  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}
 }
 ```