Pith Number

pith:LHUY7QBL

pith:2023:LHUY7QBLM3RRCXQGG2DIWUY3AE

not attested not anchored not stored refs pending

How Far Have We Gone in Vulnerability Detection Using Large Language Models

Chao Zhang, Hao Wang, Wenyu Zhu, Yuchen Zhou, Zeyu Gao

arxiv:2311.12420 v3 · 2023-11-21 · cs.AI · cs.CL · cs.CR

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LHUY7QBLM3RRCXQGG2DIWUY3AE}

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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

7 papers in Pith

Calibration Without Comprehension: Diagnosing the Limits of Fine-Tuning LLMs for Vulnerability Detection in Systems Software

Words Speak Louder Than Code: Investigating Cognitive Heuristics in LLM-Based Code Vulnerability Detection

OASIF: An Efficient Obfuscation-Aware Self-Improving Framework for LLM-Based Assembly Code Instruction Following and Comprehension

Direction for Detection: A Survey of Automated Vulnerability Detection and all of its Pain Points

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

Receipt and verification

First computed	2026-07-05T07:27:09.494487Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

59e98fc02b66e3115e0636868b531b0124bc6915e8b9541a2a5ee782864adfa2

Aliases

arxiv: 2311.12420 · arxiv_version: 2311.12420v3 · doi: 10.48550/arxiv.2311.12420 · pith_short_12: LHUY7QBLM3RR · pith_short_16: LHUY7QBLM3RRCXQG · pith_short_8: LHUY7QBL

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/LHUY7QBLM3RRCXQGG2DIWUY3AE \
  | 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: 59e98fc02b66e3115e0636868b531b0124bc6915e8b9541a2a5ee782864adfa2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bd28a13607958e43f0c27804fae1730f48ce36596300356b90f388fb359f6c66",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-11-21T08:20:39Z",
    "title_canon_sha256": "dc28945136ce7070423a6c7ecf1e58560974d64061bf73c511ac5d818a87fb06"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.12420",
    "kind": "arxiv",
    "version": 3
  }
}