Updated links and added citation info

README.md

@@ -73,7 +73,7 @@ language:
 ## Dataset Description
 
 - **Homepage:** [https://needle-threading.github.io](https://needle-threading.github.io)
-- **Paper:** [Needle Threading: Can LLMs Follow Threads through Near-Million-Scale Haystacks?](https://arxiv.org/abs/)
+- **Paper:** [Needle Threading: Can LLMs Follow Threads through Near-Million-Scale Haystacks?](https://arxiv.org/abs/2411.05000)
 - **Repository** [Needle Threading](https://github.com/jonathan-roberts1/needle-threading)
 
 ## Dataset Summary
@@ -143,4 +143,15 @@ Please visit our [GitHub repository](https://github.com/jonathan-roberts1/needle
 
 ### Dataset Curators
 
-This dataset was curated by Jonathan Roberts, Kai Han, and Samuel Albanie
+This dataset was curated by Jonathan Roberts, Kai Han, and Samuel Albanie
+
+### Citation
+If you found our work useful in your own research, please consider citing our paper:
+```latex
+@article{roberts2024needle,
+  title={Needle Threading: Can LLMs Follow Threads through Near-Million-Scale Haystacks?},
+  author={Roberts, Jonathan and Han, Kai and Albanie, Samuel},
+  journal={arXiv preprint arXiv:2411.05000},
+  year={2024}
+}
+```