Pith Number

pith:QQ7MHBRC

pith:2024:QQ7MHBRCENOMLQJDXHXSVB72CU

not attested not anchored not stored refs pending

Chain-of-Thought Prompting of Large Language Models for Discovering and Fixing Software Vulnerabilities

Feng Chen, Haipeng Cai, Hongxin Hu, Long Cheng, Mohammed Aldeen, Yu Nong

arxiv:2402.17230 v1 · 2024-02-27 · cs.CR

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QQ7MHBRCENOMLQJDXHXSVB72CU}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

10 papers in Pith

Representation Matters: An Empirical Study of Program Representations for LLM Vulnerability Reasoning

Knowledge Over Parameters: Evolving Smart Contract Vulnerability Detection

PromptAudit: Auditing Prompt Sensitivity in LLM-Based Vulnerability Detection

Enhancing Reliability in LLM-Based Secure Code Generation

Three Heads Are Better Than One: A Multi-perspective Reasoning Framework for Enhanced Vulnerability Detection

Receipt and verification

First computed	2026-07-05T07:49:44.434091Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

843ec38622235cc5c123b9ef2a87fa15378cd940cbffd80d160b51bcc03e7507

Aliases

arxiv: 2402.17230 · arxiv_version: 2402.17230v1 · doi: 10.48550/arxiv.2402.17230 · pith_short_12: QQ7MHBRCENOM · pith_short_16: QQ7MHBRCENOMLQJD · pith_short_8: QQ7MHBRC

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/QQ7MHBRCENOMLQJDXHXSVB72CU \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 843ec38622235cc5c123b9ef2a87fa15378cd940cbffd80d160b51bcc03e7507

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f0b1abf387a973320c2a408990e4aff839c18a86932489625304ea1109d9e2ab",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-02-27T05:48:18Z",
    "title_canon_sha256": "173412b7cb9f909fa3f1794c589ead8eb0771925e3752b4a9507617968105ca8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.17230",
    "kind": "arxiv",
    "version": 1
  }
}