Update README.md

README.md

@@ -52,33 +52,13 @@ corrupted correction, correction of real model predictions at two quality levels
 [dataset card](https://huggingface.co/datasets/tidalove/cfc-track-instruction) for what each
 config contains.
 
-## Usage
-
-```bash
-git clone https://github.com/tidalove/molmo2fish.git && cd molmo2fish
-pip install torchcodec && pip install -e .[all]
-
-export MOLMO_DATA_DIR=./data
-python -m scripts.download_datasets cfc --n-procs 8
-
-hf download tidalove/Molmo2Fish --exclude "*.tar" --local-dir Molmo2Fish-HF/step420-hf
-python launch_scripts/hf_eval.py Molmo2Fish-HF/step420-hf \
-  cfc_hf_correction_molmo_low_full_eval_2fps
-```
-
-Correction tasks report `HOTA_before` (the tracks the model was handed), `HOTA_after` (what
-it returned), and `norm_delta_HOTA` (the fraction of available headroom it closed), alongside
-a per-river breakdown and the directional net-count error `nMAE`.
-
-Evaluation runs on 6 fps clips with tracks annotated at 2 fps, sliced from the original CFC
-videos — metrics are not comparable to those computed on the original CFC release.
-
 ## Citation
 
 ```bibtex
 @article{molmo2fish,
     title={Teach a Molmo2Fish: Towards interactive fish tracking with natural language guidance},
     author={Kai van Brunt and Justin Kay and Sara Beery},
-    year={2026}
+    year={2026},
+    url={https://arxiv.org/abs/2608.18602}
 }
 ```