Pith Number

pith:FTPJ57JP

pith:2024:FTPJ57JP7MGIYXVS7MH7PVUO7S

not attested not anchored not stored refs pending

Investigating Large Language Models for Code Vulnerability Detection: An Experimental Study

Jia Li, Jingjing Xue, Lvhua Wu, Min Liu, Sheng Sun, Tingting Wu, Xuefeng Jiang, Yuwei Wang

arxiv:2412.18260 v2 · 2024-12-24 · cs.CL

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\usepackage{pith}
\pithnumber{FTPJ57JP7MGIYXVS7MH7PVUO7S}

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3 Author claim open · sign in to claim

4 Citations open

5 Replications open

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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

5 papers in Pith

PromptAudit: Auditing Prompt Sensitivity in LLM-Based Vulnerability Detection

Case Study: Fine-tuning Small Language Models for Accurate and Private CWE Detection in Python Code

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

ZoFia: Zero-Shot Fake News Detection with Entity-Guided Retrieval and Multi-LLM Interaction

How Code Representation Shapes False-Positive Dynamics in Cross-Language LLM Vulnerability Detection

Receipt and verification

First computed	2026-07-05T09:56:58.197401Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2cde9efd2ffb0c8c5eb2fb0ff7d68efc8b0aa7b98a44d88f22ca260a9d6b870e

Aliases

arxiv: 2412.18260 · arxiv_version: 2412.18260v2 · doi: 10.48550/arxiv.2412.18260 · pith_short_12: FTPJ57JP7MGI · pith_short_16: FTPJ57JP7MGIYXVS · pith_short_8: FTPJ57JP

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/FTPJ57JP7MGIYXVS7MH7PVUO7S \
  | 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: 2cde9efd2ffb0c8c5eb2fb0ff7d68efc8b0aa7b98a44d88f22ca260a9d6b870e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f7da7394cc29beef7c94b5939be362a702c5c6d8569628b49310bbe725e4629e",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-24T08:20:29Z",
    "title_canon_sha256": "89cc4baaadd6b93439e5ea02eedeb1ad28b589017d03a23773b118a7e76872d1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.18260",
    "kind": "arxiv",
    "version": 2
  }
}