Pith Number

pith:7FDJDUIL

pith:2025:7FDJDUIL3OXV5D6IVJ3QADLCQP

not attested not anchored not stored refs pending

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights

Guofei Gu, Heqing Huang, Jeff Huang, Shuning Gu, Ze Sheng, Zhicheng Chen

arxiv:2502.07049 v2 · 2025-02-10 · cs.CR · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7FDJDUIL3OXV5D6IVJ3QADLCQP}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Description-Code Inconsistency in Real-world MCP Servers: Measurement, Detection, and Security Implications

Refusal Evaluation in Coding LLMs and Code Agents: A Systematic Review of Thirteen Malicious-Code Prompt Corpora (2023-2025)

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

GoAT-X: A Graph of Auditing Thoughts for Securing Token Transactions in Cross-Chain Contracts

Receipt and verification

First computed	2026-07-05T10:16:20.736842Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f94691d10bdbaf5e8fc8aa77000d6283ee315b490ec724db8cd2ec3268165b2f

Aliases

arxiv: 2502.07049 · arxiv_version: 2502.07049v2 · doi: 10.48550/arxiv.2502.07049 · pith_short_12: 7FDJDUIL3OXV · pith_short_16: 7FDJDUIL3OXV5D6I · pith_short_8: 7FDJDUIL

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/7FDJDUIL3OXV5D6IVJ3QADLCQP \
  | 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: f94691d10bdbaf5e8fc8aa77000d6283ee315b490ec724db8cd2ec3268165b2f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4effcf0b40ff2259883f553812cec1f8e68d8ce0f3af621855b098ffa8c5991f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-02-10T21:33:38Z",
    "title_canon_sha256": "5622b3c40aa302baea491059eaa71abdbd1fcfad4773d1c088b6b8741aa41457"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.07049",
    "kind": "arxiv",
    "version": 2
  }
}