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README.md
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- en
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tags:
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- sports
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---
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# SportsMetrics
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[Arxiv Paper](https://arxiv.org/abs/2402.10979)
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## Benchmark Tasks
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The LLM is mandatorily required to generate responses in JSON format.
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### Reasoning Task
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- **reasoning-team_points_tracking**: Tracking team points in one match.
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- **reasoning-key_stats_tracking**: Tracking the key statistics for sports analytics.
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### Conflicts Task
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- **conflict-one_point_rule**: All scoring actions in the competition are set to be worth only one point.
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- **conflict-swap_{num}_players**: Swap {num} of spalyer between two teams.
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### Robustness Task
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- **robustness-duplicate_{prob}**: Replicate the non-scoring move with a probability of {prob}.
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- **robustness-remove_{prob}**: Remove the non-scoring move with a probability of {prob}.
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- **robustness-shuffled_pbp**: Shuffle the order of all moves in play-by-play descriptions while maintain the original order of timestamps.
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- **robustness-{num}_fiction_names**: Randomly select {num} of players from both teams and replace them with names from fiction movies.
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**Bibtex**
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```
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archivePrefix={arXiv},
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primaryClass={cs.CL},
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url={https://arxiv.org/abs/2402.10979},
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}
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- en
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tags:
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- sports
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- nba
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- nfl
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- reasoning
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- long-context
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pretty_name: SportsMetrics
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size_categories:
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- 1K<n<10K
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---
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# SportsMetrics
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[Arxiv Paper](https://arxiv.org/abs/2402.10979)
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## Usage
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```python
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from datasets import load_dataset
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def get_task(domain, task):
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bench_data = []
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dataset = load_dataset("huuuyeah/SportsMetrics",split="test")
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for instance in dataset:
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if instance["domain"]==domain and instance["task"]==task:
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bench_data.append(instance)
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return bench_data
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def message_iter(domain, task):
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bench_data = get_task(domain, task)
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if len(bench_data) == 0:
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print("No data loaded.")
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return
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for instance in bench_data:
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messages = [
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{"role": "system", "content": instance["system"]},
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{"role": "user", "content": instance["user"]}
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]
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yield messages
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return
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```
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## Benchmark Tasks
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The LLM is mandatorily required to generate responses in JSON format.
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### Reasoning Task
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- **reasoning-team_points_tracking**: (NBA) Tracking team points in one match.
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- **reasoning-key_stats_tracking**: (NBA, NFL) Tracking the key statistics for sports analytics.
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### Conflicts Task
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- **conflict-one_point_rule**: (NBA) All scoring actions in the competition are set to be worth only one point.
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- **conflict-swap_{num}_players**: (NBA) Swap {num} of spalyer between two teams.
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### Robustness Task
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- **robustness-duplicate_{prob}**: (NBA) Replicate the non-scoring move with a probability of {prob}.
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- **robustness-remove_{prob}**: (NBA) Remove the non-scoring move with a probability of {prob}.
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- **robustness-shuffled_pbp**: (NBA) Shuffle the order of all moves in play-by-play descriptions while maintain the original order of timestamps.
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- **robustness-{num}_fiction_names**: (NFL) Randomly select {num} of players from both teams and replace them with names from fiction movies.
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**Bibtex**
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```
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archivePrefix={arXiv},
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primaryClass={cs.CL},
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url={https://arxiv.org/abs/2402.10979},
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}
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