Pith Number

pith:PJU67DCR

pith:2024:PJU67DCRHF7QD5C7XMXQG2PP5S

not attested not anchored not stored refs pending

Comparison of Static Application Security Testing Tools and Large Language Models for Repo-level Vulnerability Detection

Bach Le, David Lo, Duc-Manh Tran, Ivana Clairine Irsan, Joshua Sumarlin, Thanh Le-Cong, Ting Zhang, Xin Zhou

arxiv:2407.16235 v1 · 2024-07-23 · cs.SE · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PJU67DCRHF7QD5C7XMXQG2PP5S}

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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

3 papers in Pith

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

Do Fine-Tuned LLMs Understand Vulnerabilities? An Investigation into the Semantic Trap

Longitudinal Analyses of SAST Tools: A CodeQL Case Study

Receipt and verification

First computed	2026-07-05T08:47:30.114485Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7a69ef8c51397f01f45fbb2f0369efec9f4d1e8c3e855058b91bca285e3f0402

Aliases

arxiv: 2407.16235 · arxiv_version: 2407.16235v1 · doi: 10.48550/arxiv.2407.16235 · pith_short_12: PJU67DCRHF7Q · pith_short_16: PJU67DCRHF7QD5C7 · pith_short_8: PJU67DCR

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/PJU67DCRHF7QD5C7XMXQG2PP5S \
  | 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: 7a69ef8c51397f01f45fbb2f0369efec9f4d1e8c3e855058b91bca285e3f0402

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a1007b1fa9b96f9eb12a7183d2d3e1bd6a89b806c7d253e99305d15d8fdcf41f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-07-23T07:21:14Z",
    "title_canon_sha256": "f6b1bba740f34ba0763640bdc9ec4ba0ce44cbfd2594ad1369ce07ed359d0e35"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.16235",
    "kind": "arxiv",
    "version": 1
  }
}