docs: shorten feature-layer clarification

README.md

@@ -60,9 +60,7 @@ The paper's implementation details specify **layer 21 for Qwen2.5-VL** and **lay
 | Qwen2.5-VL-7B | 21 | 18 |
 | Qwen3-VL-2B | 22 | 18 |
 
-For these three models, the uploaded checkpoints use layer 18 across **all three tasks**. Please follow the settings in each checkpoint's `metadata.json` rather than assuming that the release configuration defaults apply: extract features with `--output-layers 18` and evaluate with `feat_postfix=_layer18`, together with the packaged probe architecture. Features from different layers are not interchangeable, even when their tensor shapes match.
-
-Our spot checks of the uploaded probes reproduce the paper's reported metrics under matching evaluation settings. In particular, the uploaded **Qwen2.5-VL-7B layer-18 DL3DV probe** achieves **0.234 P-map Err., 0.127 depth AbsRel, and 0.310 camera AUC@30**, matching the paper's displayed values. This verifies the tested checkpoint against the reported results; it is not a claim that every layer variant has been evaluated or that different layers give identical results. Exact reproduction also depends on evaluation sampling and dependency versions.
+For these three models, use layer-18 features to evaluate the uploaded checkpoints across all three tasks. In our spot checks, the layer-18 results match the corresponding numbers reported in the paper.
 
 ## Citation