Update README.md

README.md

@@ -10,7 +10,42 @@ tags:
 - sports
 ---
 
-Benchmark From Research
+# SportsMetrics
+Benchmark data to evaluate numerical reasoning and information fusion of LLMs.
 
-**SportsMetrics**: Blending Text and Numerical Data to Understand Informaion Fusion in LLMs  
-***Paper has been accepted to ACL 2024, Bangkok, Thailand***
+**SportsMetrics: Blending Text and Numerical Data to Understand Information Fusion in LLMs**  \
+Yebowen Hu, Kaiqiang Song, Sangwoo Cho, Xiaoyang Wang, Hassan Foroosh, Dong Yu, Fei Liu   \
+[*In Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (ACL'24), Bangkok, Thailand.*](https://2024.aclweb.org/program/main_conference_papers/)  \
+[Arxiv Paper](https://arxiv.org/abs/2402.10979)
+
+
+## Benchmark Tasks
+
+The LLM is mandatorily required to generate responses in JSON format.
+
+### Reasoning Task
+- **reasoning-team_points_tracking**: Tracking team points in one match.  
+- **reasoning-key_stats_tracking**: Tracking the key statistics for sports analytics.
+
+### Conflicts Task
+- **conflict-one_point_rule**: All scoring actions in the competition are set to be worth only one point.  
+- **conflict-swap_{num}_players**: Swap {num} of spalyer between two teams.
+
+### Robustness Task
+- **robustness-duplicate_{prob}**: Replicate the non-scoring move with a probability of {prob}.  
+- **robustness-remove_{prob}**: Remove the non-scoring move with a probability of {prob}.  
+- **robustness-shuffled_pbp**: Shuffle the order of all moves in play-by-play descriptions while maintain the original order of timestamps.  
+- **robustness-{num}_fiction_names**: Randomly select {num} of players from both teams and replace them with names from fiction movies. 
+
+
+**Bibtex**
+```
+@misc{hu2024sportsmetricsblendingtextnumerical,
+      title={SportsMetrics: Blending Text and Numerical Data to Understand Information Fusion in LLMs}, 
+      author={Yebowen Hu and Kaiqiang Song and Sangwoo Cho and Xiaoyang Wang and Hassan Foroosh and Dong Yu and Fei Liu},
+      year={2024},
+      eprint={2402.10979},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2402.10979}, 
+}