Update README.md

README.md

@@ -1,24 +1,22 @@
 # SciBench
-**SciBench** is a novel benchmark for college-level scientific problems consisting of _695_
-problems sourced from instructional textbooks. The benchmark is designed to evaluate the complex reasoning capabilities,
+**SciBench** is a novel benchmark for college-level scientific problems sourced from instructional textbooks. The benchmark is designed to evaluate the complex reasoning capabilities,
 strong domain knowledge, and advanced calculation skills of LLMs. 
-Please refer to our paper for full description: [SciBench: Evaluating College-Level Scientific Problem-Solving Abilities of Large Language Models](https://arxiv.org/abs/2307.10635)
+Please refer to our [paper](https://arxiv.org/abs/2307.10635) or [website](https://scibench-ucla.github.io) for full description: SciBench: Evaluating College-Level Scientific Problem-Solving Abilities of Large Language Models
+. 
 
-We developed an innovative **evaluation protocol** for a detailed analysis of reasoning abilities. This
-involves instructing LLMs to self-identify and categorize their errors within a predefined set of
-capabilities. This process offers a fine-grained understanding of where the models are falling short.
-
-## Data
-Each file is list of dictionary and can be extracted using following scripts.
-Each file stands for one textbook, which is fully elaborated in the paper. 
 
+## Citation
+If you find our paper useful, please cite our paper
 ```
-subject='atkins'
-with open("./data/{}.json".format(subject), encoding='utf-8') as json_file:
-    problems=json.load(json_file)
-
+@inproceedings{wang2024scibench,
+author = {Wang, Xiaoxuan and Hu, Ziniu and Lu, Pan and Zhu, Yanqiao and Zhang, Jieyu and Subramaniam, Satyen and Loomba, Arjun R. and Zhang, Shichang and Sun, Yizhou and Wang, Wei},
+title = {{SciBench: Evaluating College-Level Scientific Problem-Solving Abilities of Large Language Models}},
+booktitle = {Proceedings of the Forty-First International Conference on Machine Learning},
+year = {2024},
+}
 ```
 
+
 ---
 license: mit
 ---