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Browse files- README.md +18 -7
- ludobench.csv +0 -0
- ludobench.parquet +2 -2
README.md
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dtype: string
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- name: game_state_url
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dtype: string
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- name: json_game_state_url
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dtype: string
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configs:
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- config_name: default
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data_files:
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# LudoBench
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A multimodal board-game reasoning benchmark evaluating LLM/VLM reasoning
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across 5 strategy games and 3 difficulty tiers.
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- **638** annotated question-answer pairs
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- **5 games**: Kingdomino, Res Arcana, Pax Renaissance, Carcassonne, Catan
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- **3 tiers**: Environment Perception (T1), Rules Integration (T2), Short-Horizon Optimization (T3)
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- **3 modalities**: None (parametric), Text (text rulebook), Image (image rulebook)
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## Fields
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| `Question` | The question text |
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| `Answer` | Expected answer |
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| `game_state_url` | Path(s) to game state image(s), semicolon-separated if multiple |
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| `json_game_state_url` | Path to JSON game state |
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## Benchmark Results
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## Citation
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```bibtex
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@
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title={
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}
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```
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dtype: string
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- name: game_state_url
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dtype: string
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configs:
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- config_name: default
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data_files:
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# LudoBench
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**LLMs as Rules Oracles: Exploring Real-World Multimodal Reasoning in Tabletop Strategy Game Environments**
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*ICLR 2026*
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[](https://openreview.net/forum?id=TOgQ00DEek)
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[](https://huggingface.co/datasets/jpeper/LudoBench_test)
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[](https://github.com/jpeper/LudoBench)
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[](https://huggingface.co/spaces/jpeper/LudoBench_test)
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---
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A multimodal board-game reasoning benchmark evaluating LLM/VLM reasoning
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across 5 strategy games and 3 difficulty tiers.
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- **638** annotated question-answer pairs
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- **5 games**: Kingdomino, Res Arcana, Pax Renaissance, Carcassonne, Catan
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- **3 tiers**: Environment Perception (T1), Rules Integration (T2), Short-Horizon Optimization (T3)
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- **3 rules modalities**: None (parametric), Text (text rulebook), Image (image rulebook)
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## Fields
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| `Question` | The question text |
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| `Answer` | Expected answer |
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| `game_state_url` | Path(s) to game state image(s), semicolon-separated if multiple |
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## Benchmark Results
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## Citation
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```bibtex
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@inproceedings{peper2026ludobench,
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title={{LLMs} as Rules Oracles: Exploring Real-World Multimodal Reasoning in Tabletop Strategy Game Environments},
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author={Peper, Joseph J. and Gandra, Sai Krishna and Zhang, Yunxiang and Chennareddy, Vaibhav and Jha, Shloki and Payani, Ali and Wang, Lu},
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booktitle={Proceedings of the Fourteenth International Conference on Learning Representations (ICLR)},
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year={2026},
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address={Rio de Janeiro, Brazil}
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}
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```
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ludobench.csv
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ludobench.parquet
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