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README.md
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- config_name: test
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---
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- config_name: train
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data_files:
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- split: 2ppl
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- train/people2_num200.jsonl
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- split: 3ppl
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- train/people3_num1000.jsonl
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- train/people4_num1000.jsonl
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- train/people6_num1000.jsonl
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- train/people7_num1000.jsonl
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- split: 8ppl
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- train/people8_num1000.jsonl
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- config_name: test
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data_files:
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- split: 2ppl
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- test/people2_num100.jsonl
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- test/people3_num100.jsonl
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- split: 4ppl
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- test/people4_num100.jsonl
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- split: 5ppl
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- split: 6ppl
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- test/people6_num100.jsonl
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- split: 7ppl
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- test/people7_num100.jsonl
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- split: 8ppl
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- test/people8_num100.jsonl
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tags:
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- logical
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- reasoning
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pretty_name: K
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size_categories:
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- 1K<n<10K
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---
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# 📘 knights-and-knaves Dataset [Project Page](https://memkklogic.github.io/)
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The **knights-and-knaves dataset** serves as a logical reasoning benchmark to evaluate the reasoning capabilities of LLMs.
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**Check out the [perturbed knights-and-knaves dataset](https://huggingface.co/datasets/K-and-K/perturbed-knights-and-knaves)** to evaluate the memorization of LLMs in reasoning!
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## Loading the dataset
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To load the dataset:
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```python
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from datasets import load_dataset
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data_subject = load_dataset('K-and-K/knights-and-knaves','test',split="2ppl")
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```
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* Available subset: `test`, `train`.
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* Available split: `2ppl`,`3ppl`,`4ppl`,`5ppl`,`6ppl`,`7ppl`,`8ppl`.
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## 🛠️ Codebase
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To evaluate LLMs on our datasets, visit our [GitHub repository](https://github.com/AlphaPav/mem-kk-logic/).
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## ⭐ Citing our Work
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If you find our codebase and datasets beneficial, kindly cite our work:
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```bibtex
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@article{xie2024memorization,
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title={On Memorization of Large Language Models in Logical Reasoning},
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author={Chulin Xie and Yangsibo Huang and Chiyuan Zhang and Da Yu and Xinyun Chen and Bill Yuchen Lin and Bo Li and Badih Ghazi and Ravi Kumar},
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year={2024},
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eprint={2410.23123},
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archivePrefix={arXiv},
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primaryClass={cs.CL},
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url={https://arxiv.org/abs/2410.23123},
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}
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```
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