Update README: real FT checkpoint, link to training repo

README.md

@@ -1,36 +1,13 @@
-# Placeholder — reverb FT checkpoint
+# SE-Probe model artefacts
 
-`muse_reverb_e48.pt` in this directory is a **byte-for-byte copy of the
-upstream noise-only MUSE checkpoint** (`g_best`, ~2.3 MB), used as a stand-in
-for the real reverb-fine-tuned epoch-48 checkpoint until that file can be
-retrieved from the iscohen_prj research cluster.
+Companion model checkpoints for [SE-Probe](https://github.com/YairAmar/SE-Probe).
 
-## Real source location
+## Files
 
-`/rg/iscohen_prj/yairamr/code/Muse-Reverb-FN/checkpoints/all/epoch_48/g_00051852`
+- `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; corresponds to the FT 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.
 
-## Action when the real checkpoint is retrievable
+Training pipeline that produced this checkpoint: <https://github.com/YairAmar/muse-dereverb-ft>.
 
-```bash
-scp <cluster>:/rg/iscohen_prj/yairamr/code/Muse-Reverb-FN/checkpoints/all/epoch_48/g_00051852 \
-    ./_workspace/release_artifacts/muse_reverb_e48.pt
-```
+## License
 
-Then upload the replaced file to the HuggingFace model repo
-(`HF_REPO_CKPT`, default `YairAmar/SE-Probe-models`). `scripts/setup.py`
-already pulls from there, so notebook 06's inference cells will start
-producing correct numbers automatically once the upload completes.
-
-## Why this placeholder is safe
-
-Notebook 06's published figure is computed from precomputed CKA results
-(`results_demo/cka_reverb_muse_demo.parquet` or
-`results_df/reverb/cka_reverb_muse_epoch_48.parquet`), not from running the
-model — so the figure is correct regardless of which checkpoint is shipped.
-Inference cells in notebook 06 are gated behind
-`SE_PROBE_RUN_INFERENCE=1` and clearly labelled as placeholder-mode in the
-notebook markdown, so a curious reader is warned before they get wrong
-numbers.
-
-See `_workspace/cluster_artifacts_needed.md` (item 1) for the broader
-punch-list of cluster artefacts.
+MIT.