Update README.md

README.md

@@ -138,29 +138,6 @@ Descending Order by Score:
 ```
 
 
-## To run experiments
-
-FewRel: ~56k examples
-WikiZSL: ~85k examples
-
-```bash
-# few_rel
-cd data
-python process_few_rel.py
-cd ..
-# adjust config
-python train.py --config config_few_rel.yaml
-```
-
-```bash
-# wiki_zsl
-cd data
-python process_wiki_zsl.py
-cd ..
-# <adjust config>
-python train.py --config config_wiki_zsl.yaml
-```
-
 ## Example training data
 
 NOTE that the entity indices are inclusive i.e `"Binsey"` is `[7, 7]`. This differs from spaCy where the end index is exclusive (in this case spaCy would set the indices to `[7, 8]`)
@@ -209,4 +186,17 @@ JSONL file:
 </a>
 
 
+## Citation
+If you use code or ideas from this project, please cite:
+```
+@misc{boylan2025glirelgeneralistmodel,
+      title={GLiREL -- Generalist Model for Zero-Shot Relation Extraction},
+      author={Jack Boylan and Chris Hokamp and Demian Gholipour Ghalandari},
+      year={2025},
+      eprint={2501.03172},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2501.03172},
+}
+```