Pith Number

pith:XOUAUO6W

pith:2023:XOUAUO6W3AQXKV22SRIMVPHDGV

not attested not anchored not stored refs pending

Understanding the Effectiveness of Large Language Models in Detecting Security Vulnerabilities

Alaia Solko-Breslin, Avishree Khare, Mayur Naik, Rajeev Alur, Saikat Dutta, Ziyang Li

arxiv:2311.16169 v3 · 2023-11-16 · cs.CR · cs.PL · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XOUAUO6W3AQXKV22SRIMVPHDGV}

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

8 papers in Pith

OpenAnt: LLM-Powered Vulnerability Discovery Through Code Decomposition, Adversarial Verification, and Dynamic Testing

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

MetaLint: Easy-to-Hard Generalization for Code Linting

Fine-Tuning Code Language Models to Detect Cross-Language Bugs

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

Receipt and verification

First computed	2026-07-05T09:24:31.927778Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bba80a3bd6d82175575a9450cabce3357037978904f340d74d78f421c5f9a78c

Aliases

arxiv: 2311.16169 · arxiv_version: 2311.16169v3 · doi: 10.48550/arxiv.2311.16169 · pith_short_12: XOUAUO6W3AQX · pith_short_16: XOUAUO6W3AQXKV22 · pith_short_8: XOUAUO6W

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/XOUAUO6W3AQXKV22SRIMVPHDGV \
  | 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: bba80a3bd6d82175575a9450cabce3357037978904f340d74d78f421c5f9a78c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b9b4a0a4f73bf8521b2f58087dddaf3688c52e39ffc71979c57a7a3bb383d133",
    "cross_cats_sorted": [
      "cs.PL",
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2023-11-16T13:17:20Z",
    "title_canon_sha256": "3b2eec5e0957c43d969ff95634d9cc34090bbd1654b113be8f945435b9b05d5c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.16169",
    "kind": "arxiv",
    "version": 3
  }
}