Update README.md

README.md

@@ -13,6 +13,7 @@ size_categories:
   - 10K<n<100K
 ---
 
+
 # BPO Benchmark Dataset
 
 Evaluation dataset for AI agents using recruiting analytics APIs. This benchmark tests an agent's ability to use tool APIs to answer questions about BPO (Business Process Outsourcing) recruiting data.
@@ -182,17 +183,21 @@ print(f"Task suites: {list(task_paths.keys())}")
 - **Total Tasks**: 45
 - **Time Range**: Oct 2023 - Mar 2025
 
-## License
+# License
 
 Apache 2.0
 
-## Citation
+# Paper
+From Benchmarks to Business Impact: Deploying IBM Generalist Agent in Enterprise Production
+https://arxiv.org/abs/2510.23856
+
+# Citation
 
 ```bibtex
-@misc{bpo-benchmark,
-  title={BPO Benchmark: Agent Evaluation for Recruiting Analytics},
-  year={2025},
-  publisher={HuggingFace},
-  url={https://huggingface.co/datasets/ibm-research/bpo-benchmark}
+@inproceedings{shlomov2025benchmarks,
+  title={From Benchmarks to Business Impact: Deploying IBM Generalist Agent in Enterprise Production},
+  author={Shlomov, Segev and Oved, Alon and Marreed, Sami and Levy, Ido and Akrabi, Offer and Yaeli, Avi and Str{\k{a}}k, {\L}ukasz and Koumpan, Elizabeth and Goldshtein, Yinon and Shapira, Eilam and others},
+  booktitle={Proceedings of the AAAI Conference on Artificial Intelligence},
+  year={2026}
 }
 ```