Update README.md

README.md

@@ -118,7 +118,7 @@ This represents the best possible performance that can be achieved by a retrieva
 <!-- Provide the basic links for the dataset. -->
 
 - **Repository:** TBA
-- **Paper:** [CLIRudit: Cross-Lingual Information Retrieval of Scientific Documents](TODO)
+- **Paper:** [CLIRudit: Cross-Lingual Information Retrieval of Scientific Documents](https://arxiv.org/abs/2504.16264)
 
 
 ## Uses
@@ -173,7 +173,7 @@ A typical instance of the `qrels` subset looks like:
 - `title`: article title, if any
 - `subtitle`: article subtitle,  if any
 - `abstract`: article abstract
-- `rel`: relevance tag (currently only positives are tagged with 1)
+- `rel`: relevance label (currently only positives are labelled with 1)
 
 <!-- Note that the descriptions can be initialized with the **Show Markdown Data Fields** output of the [Datasets Tagging app](https://huggingface.co/spaces/huggingface/datasets-tagging), you will then only need to refine the generated descriptions. -->
 
@@ -196,11 +196,18 @@ For qrels, we first indicate query lang and then doc lang in the `split` name; e
 **BibTeX:**
 
 ```bibtex
-@article{
-  TODO 
+@article{valentini2025clirudit,
+  title={CLIRudit: Cross-Lingual Information Retrieval of Scientific Documents}, 
+  author={Francisco Valentini and Diego Kozlowski and Vincent Larivière},
+  year={2025},
+  eprint={2504.16264},
+  journal={arxiv:2504.16264},
+  archivePrefix={arXiv},
+  primaryClass={cs.IR},
+  url={https://arxiv.org/abs/2504.16264}, 
 }
 ```
 
 **APA:**
 
-TODO
+Francisco Valentini, Diego Kozlowski, & Vincent Larivière (2025). CLIRudit: Cross-Lingual Information Retrieval of Scientific Documents. arxiv:2504.16264.