Pith Number

pith:IGQ4SMZP

pith:2023:IGQ4SMZP5BT3TFUILG7P55NOPO

not attested not anchored not stored refs pending

Language Models are Better Bug Detector Through Code-Pair Classification

Ahmed Binjahlan, Kamel Alrashedy

arxiv:2311.07957 v2 · 2023-11-14 · cs.SE · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IGQ4SMZP5BT3TFUILG7P55NOPO}

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

1 paper in Pith

Smart-LLaMA-DPO: Reinforced Large Language Model for Explainable Smart Contract Vulnerability Detection

Receipt and verification

First computed	2026-07-05T07:38:32.510781Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

41a1c9332fe867b9968859befef5ae7bb7586befd14f976823233519f53818ae

Aliases

arxiv: 2311.07957 · arxiv_version: 2311.07957v2 · doi: 10.48550/arxiv.2311.07957 · pith_short_12: IGQ4SMZP5BT3 · pith_short_16: IGQ4SMZP5BT3TFUI · pith_short_8: IGQ4SMZP

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/IGQ4SMZP5BT3TFUILG7P55NOPO \
  | 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: 41a1c9332fe867b9968859befef5ae7bb7586befd14f976823233519f53818ae

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a05a2f863acfa847c04dfc34165762721d000635c1a5c6f785b61de869cffb6e",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-11-14T07:20:57Z",
    "title_canon_sha256": "e59e8784c8f5d736cc9aafc4dfe32862068fc8d18d3a2440857d8bd7ef71e1d1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.07957",
    "kind": "arxiv",
    "version": 2
  }
}