Update README.md

README.md

@@ -390,4 +390,34 @@ license: mit
 language:
 - en
 pretty_name: visual_language
----
+---
+
+# Introduction
+
+This dataset is used to evaluate how Large Vision-Language Models (LVLMs) perform the visual question-answering tasks: understanding the input image or halluciating with the knowledge in the language module.
+
+We provide a testmini set that includes all types of evaluations.
+
+# Citation
+
+If you use this dataset, please cite our paper:
+
+```
+@article{DBLP:journals/corr/abs-2410-00193,
+  author       = {Buse Giledereli and
+                  Yifan Hou and
+                  Yilei Tu and
+                  Mrinmaya Sachan},
+  title        = {Do Vision-Language Models Really Understand Visual Language?},
+  journal      = {CoRR},
+  volume       = {abs/2410.00193},
+  year         = {2024},
+  url          = {https://doi.org/10.48550/arXiv.2410.00193},
+  doi          = {10.48550/ARXIV.2410.00193},
+  eprinttype    = {arXiv},
+  eprint       = {2410.00193},
+  timestamp    = {Tue, 05 Nov 2024 20:39:06 +0100},
+  biburl       = {https://dblp.org/rec/journals/corr/abs-2410-00193.bib},
+  bibsource    = {dblp computer science bibliography, https://dblp.org}
+}
+```