Pith Number

pith:RP7LPMBM

pith:2026:RP7LPMBM5BML6XBLDHRMA4BHER

not attested not anchored not stored refs pending

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

Asif Shahriar, Gang Wang, Hadjer Benkraouda, Hongyu Cai, Z. Berkay Celik

arxiv:2606.30587 v1 · 2026-06-29 · 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{RP7LPMBM5BML6XBLDHRMA4BHER}

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.

Receipt and verification

First computed	2026-06-30T02:18:21.708598Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8bfeb7b02ce858bf5c2b19e2c070272461ee4b7c5fa7677fb3400fb23532a28e

Aliases

arxiv: 2606.30587 · arxiv_version: 2606.30587v1 · doi: 10.48550/arxiv.2606.30587 · pith_short_12: RP7LPMBM5BML · pith_short_16: RP7LPMBM5BML6XBL · pith_short_8: RP7LPMBM

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/RP7LPMBM5BML6XBLDHRMA4BHER \
  | 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: 8bfeb7b02ce858bf5c2b19e2c070272461ee4b7c5fa7677fb3400fb23532a28e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "26ab9b5075fb523d7a82a169daa5cfe13a6f4decf3f55d5278e22ea00a5b95ec",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2026-06-29T17:31:10Z",
    "title_canon_sha256": "ae6cfa1aaff2b3224412b0bbfd2af028a8f96bebd6ec7453885d764e71b8623c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.30587",
    "kind": "arxiv",
    "version": 1
  }
}