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- ---
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- dataset_info:
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- features:
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- - name: url
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- dtype: string
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- - name: description
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- dtype: string
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- - name: prompt
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- dtype: string
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- - name: cvss_vector
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- dtype: string
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- - name: task_type
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- dtype: string
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- splits:
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- - name: train
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- num_bytes: 1851312
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- num_examples: 1000
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- download_size: 463479
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- dataset_size: 1851312
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- configs:
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- - config_name: default
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- data_files:
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- - split: train
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- path: data/train-*
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ # CTI-Bench: Vulnerability Severity Prediction (VSP)
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+
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+ ## Dataset Description
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+
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+ This dataset contains **1,000 CVE descriptions** with corresponding CVSS v3.1 base scores. It evaluates a model's ability to assess vulnerability severity and generate proper CVSS vector strings.
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+
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+ ## Dataset Structure
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+
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+ Each example contains:
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+ - **url**: CVE URL (typically from nvd.nist.gov)
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+ - **description**: CVE description detailing the vulnerability
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+ - **prompt**: Full instruction prompt explaining CVSS v3.1 metrics
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+ - **cvss_vector**: Ground truth CVSS v3.1 vector string (e.g., "CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H")
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+ - **task_type**: Always "vulnerability_severity_prediction"
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+
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+ ## CVSS v3.1 Metrics
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+
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+ The dataset covers all base metrics:
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+ - **AV** (Attack Vector): Network (N), Adjacent (A), Local (L), Physical (P)
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+ - **AC** (Attack Complexity): Low (L), High (H)
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+ - **PR** (Privileges Required): None (N), Low (L), High (H)
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+ - **UI** (User Interaction): None (N), Required (R)
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+ - **S** (Scope): Unchanged (U), Changed (C)
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+ - **C** (Confidentiality): None (N), Low (L), High (H)
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+ - **I** (Integrity): None (N), Low (L), High (H)
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+ - **A** (Availability): None (N), Low (L), High (H)
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+
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+ ## Usage
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+
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+ ```python
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+ from datasets import load_dataset
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+
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+ # Load the dataset
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+ dataset = load_dataset("tuandunghcmut/cti_bench_vsp")
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+
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+ # Access a sample
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+ sample = dataset['train'][0]
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+ print(f"CVE: {sample['description']}")
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+ print(f"CVSS Vector: {sample['cvss_vector']}")
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+ ```
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+
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+ ## Example
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+
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+ **CVE Description:** In the Linux kernel through 6.7.1, there is a use-after-free in cec_queue_msg_fh, related to drivers/media/cec/core/cec-adap.c...
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+
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+ **CVSS Vector:** CVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H
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+
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+ ## Citation
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+
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+ ```bibtex
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+ @article{ctibench2024,
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+ title={CTIBench: A Benchmark for Evaluating LLMs in Cyber Threat Intelligence},
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+ author={[Authors]},
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+ journal={NeurIPS 2024},
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+ year={2024}
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+ }
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+ ```
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+
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+ ## Original Source
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+
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+ This dataset is derived from [CTI-Bench](https://github.com/xashru/cti-bench) and is available under the same license terms.
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+
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+ ## Tasks
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+
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+ This dataset is designed for:
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+ - ✅ Vulnerability severity assessment
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+ - ✅ CVSS score calculation
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+ - ✅ Risk analysis and prioritization
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+ - ✅ Cybersecurity impact evaluation