Added arXiv paper details

README.md

@@ -15,7 +15,7 @@ language:
 ## Dataset Description
 
 - **Homepage:** [https://github.com/jonathan-roberts1/SciFIBench](https://github.com/jonathan-roberts1/SciFIBench)
-- **Paper:** [SciFIBench: Benchmarking Large Multimodal Models for Scientific Figure Interpretation](https://github.com/jonathan-roberts1/SciFIBench/blob/main/SciFIBench.pdf)
+- **Paper:** [SciFIBench: Benchmarking Large Multimodal Models for Scientific Figure Interpretation](https://arxiv.org/pdf/2405.08807)
 
 ### Dataset Summary
 The SciFIBench (Scientific Figure Interpretation Benchmark) contains 1000 multiple-choice scientific figure interpretation questions covering two tasks. Task 1: 
@@ -35,4 +35,11 @@ This dataset was curated by Jonathan Roberts, Kai Han, Neil Houlsby, and Samuel
 
 
 ### Citation Information
-Coming soon!
+```
+@article{roberts2024scifibench,
+      title={SciFIBench: Benchmarking Large Multimodal Models for Scientific Figure Interpretation}, 
+      author={Jonathan Roberts and Kai Han and Neil Houlsby and Samuel Albanie},
+      year={2024},
+      journal={arXiv preprint arXiv:2405.08807},
+}
+```