Update README.md

README.md

@@ -24,4 +24,31 @@ For a robust evaluation, we adopt CircularEval as our evaluation strategy.
 Under this setting, a question is considered as correctly answered only when the model consistently predicts the correct answer in each of the N iterations, with N corresponding to the number of choices.
 In each iteration, a circular shift is applied to both the choices and the answer to form a new query for the model.
 
-See our [project](https://github.com/OpenGVLab/all-seeing/all-seeing-v2) to learn more details!
+CRPE contains the following files:
+- `crpe_exist.jsonl`: the evaluation data of **Existence** split.
+- `crpe_exist_meta.jsonl`: the evaluation data of **Existence** split without CircularEval.
+- `crpe_relation.jsonl`: the evaluation data of **Subject**, **Predicate**, and **Object** split.
+- `crpe_relation_meta.jsonl`: the evaluation data of **Subject**, **Predicate**, and **Object** split without CircularEval.
+
+**NOTE**: You should use `crpe_exist.jsonl` and `crpe_relation.jsonl` for evaluation. The evaluation script is presented [here](https://github.com/OpenGVLab/all-seeing/blob/main/all-seeing-v2/llava/eval/eval_crpe.py).
+
+See our [project](https://github.com/OpenGVLab/all-seeing/all-seeing-v2) to learn more details!
+
+# Citation
+
+If you find our work useful in your research, please consider cite:
+
+```BibTeX
+@article{wang2023allseeing,
+  title={The All-Seeing Project: Towards Panoptic Visual Recognition and Understanding of the Open World},
+  author={Wang, Weiyun and Shi, Min and Li, Qingyun and Wang, Wenhai and Huang, Zhenhang and Xing, Linjie and Chen, Zhe and Li, Hao and Zhu, Xizhou and Cao, Zhiguo and others},
+  journal={arXiv preprint arXiv:2308.01907},
+  year={2023}
+}
+@article{wang2024allseeing_v2,
+  title={The All-Seeing Project V2: Towards General Relation Comprehension of the Open World},
+  author={Wang, Weiyun and Ren, Yiming and Luo, Haowen and Li, Tiantong and Yan, Chenxiang and Chen, Zhe and Wang, Wenhai and Li, Qingyun and Lu, Lewei and Zhu, Xizhou and others},
+  journal={arXiv preprint arXiv:2402.19474},
+  year={2024}
+}
+```