Update README.md

README.md

@@ -771,7 +771,7 @@ The SQL query used for initial commit mining restricts to repositories under per
 
 ## Collection Pipeline
 
-The commit mining pipeline is described in detail in the [Themis paper](https://arxiv.org/abs/xxxx.xxxxx) and the [Dataset](https://github.com/iNeil77/Themis/tree/main/Dataset) folder in the GitHub repository. The BigQuery SQL query and scraping infrastructure are modified from the [OctoPack](https://arxiv.org/abs/2308.07124) pipeline ([CommitPack](https://huggingface.co/datasets/bigcode/commitpack)); the subsequent filtering, classification, and preference construction stages are original to Themis.
+The commit mining pipeline is described in detail in the [Themis paper](https://arxiv.org/abs/2605.00754) and the [Dataset](https://github.com/iNeil77/Themis/tree/main/Dataset) folder in the GitHub repository. The BigQuery SQL query and scraping infrastructure are modified from the [OctoPack](https://arxiv.org/abs/2308.07124) pipeline ([CommitPack](https://huggingface.co/datasets/bigcode/commitpack)); the subsequent filtering, classification, and preference construction stages are original to Themis.
 
 1. **BigQuery Mining** — A [GoogleSQL query](https://github.com/iNeil77/Themis/blob/main/Dataset/Commit_Mining_SQL/consolidated_query.sql) (modified from [OctoPack](https://arxiv.org/abs/2308.07124)) extracts single-file commits from **permissively licensed** repositories in `bigquery-public-data.github_repos`, filtering for target programming languages and non-trivial commit messages.
 
@@ -889,7 +889,7 @@ This dataset is released under the [Apache 2.0 License](https://www.apache.org/l
 @article{themis2025,
   title={Themis: Training Robust Multilingual Code Reward Models for Flexible Multi-Criteria Scoring},
   author={Paul, Indraneil and Gurevych, Iryna and Glava\v{s}, Goran},
-  journal={arXiv preprint arXiv:xxxx.xxxxx},
+  journal={arXiv preprint arXiv:2605.00754},
   year={2025}
 }
-```
+```