Datasets:

yu0226
/

CipherBank

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     path: data/WordShift.jsonl
 pretty_name: q
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     path: data/WordShift.jsonl
 pretty_name: q
 ---
+# CipherBank Benchmark
+## Benchmark description
+CipherBank, a comprehensive benchmark designed to evaluate the reasoning capabilities of LLMs in cryptographic decryption tasks.
+CipherBank comprises 2,358 meticulously crafted problems, covering 262 unique plaintexts across 5 domains and 14 subdomains, with a focus on privacy-sensitive and real-world scenarios that necessitate encryption. From a cryptographic perspective, CipherBank incorporates 3 major categories of encryption methods, spanning 9 distinct algorithms, ranging from classical ciphers to custom cryptographic techniques.
+## Model Performance
+We evaluate state-of-the-art LLMs on CipherBank, e.g., GPT-4o, DeepSeek-V3, and cutting-edge reasoning-focused models such as o1 and DeepSeek-R1. Our results reveal significant gaps in reasoning abilities not only between general-purpose chat LLMs and reasoning-focused LLMs but also in the performance of current reasoning-focused models when applied to classical cryptographic decryption tasks, highlighting the challenges these models face in understanding and manipulating encrypted data.
+| **Model** | **Mixtral-8x22B-v0.1**       | **Qwen2.5-72B-Instruct**          | **问题数量** | **适用领域**       | **备注**               |
+|--------------|----------------|---------------------------|--------------|--------------------|------------------------|
+| **CipherBank Score**  | 古典替换密码   | `data/Rot13.jsonl`        | 待补充       | 文本隐私保护       | 字母位移13位           |
+## Please see paper & website for more information:
+- [https://arxiv.o](https://ar)
+- [https://github.com/](https://github.c)
+## Citation
+If you find CipherBank useful for your research and applications, please cite using this BibTeX:
+```bibtex
+```