Pith Number

pith:2KVGUZ2O

pith:2024:2KVGUZ2O463XWWY2EPRNHQUJRZ

not attested not anchored not stored refs pending

VulDetectBench: Evaluating the Deep Capability of Vulnerability Detection with Large Language Models

Lang Gao, Mingxin Yang, Ping Chen, Wei Chen, Xiaojin Zhang, Yu Liu, Yu Xie

arxiv:2406.07595 v4 · 2024-06-11 · cs.CR · cs.AI · cs.SE

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2KVGUZ2O463XWWY2EPRNHQUJRZ}

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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

4 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

QuiLL: An LLM-Based Vulnerability Assessment Framework for the Wild

How Code Representation Shapes False-Positive Dynamics in Cross-Language LLM Vulnerability Detection

Receipt and verification

First computed	2026-07-05T08:57:38.924970Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d2aa6a674ee7b77b5b1a23e2d3c2898e457144750dff1a94bdc3dba9819a1055

Aliases

arxiv: 2406.07595 · arxiv_version: 2406.07595v4 · doi: 10.48550/arxiv.2406.07595 · pith_short_12: 2KVGUZ2O463X · pith_short_16: 2KVGUZ2O463XWWY2 · pith_short_8: 2KVGUZ2O

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/2KVGUZ2O463XWWY2EPRNHQUJRZ \
  | 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: d2aa6a674ee7b77b5b1a23e2d3c2898e457144750dff1a94bdc3dba9819a1055

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7881e379c06c75c22d36ea3689261acc27f7785d90724da7c135449c6e41b1db",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-06-11T13:42:57Z",
    "title_canon_sha256": "2b91e851a29f4439178a9f716a790baf3e65d111c7feda0a819b645038f745c9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.07595",
    "kind": "arxiv",
    "version": 4
  }
}