Pith Number

pith:7Q6ET3R6

pith:2025:7Q6ET3R6ELPUNPJW2R4BN5TDOP

not attested not anchored not stored refs pending

VulnRepairEval: An Exploit-Based Evaluation Framework for Assessing Large Language Model Vulnerability Repair Capabilities

Bin Wu, Guangquan Xu, Jianfei Sun, Lingxiao Jiang, Qiang Hu, Wei Ma, Weizhe Wang, Yang Liu, Yao Zhang

arxiv:2509.03331 v1 · 2025-09-03 · cs.SE · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7Q6ET3R6ELPUNPJW2R4BN5TDOP}

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

2 papers in Pith

Helpful or Harmful? Evaluating LLM-Assisted Vulnerability Patching via a Human Study

Towards Demystifying and Repairing LLM-in-the-Loop Vulnerabilities

Receipt and verification

First computed	2026-07-05T12:04:20.602926Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fc3c49ee3e22df46bd36d47816f66373e2ab2ec8afa0931211aa0062b240f533

Aliases

arxiv: 2509.03331 · arxiv_version: 2509.03331v1 · doi: 10.48550/arxiv.2509.03331 · pith_short_12: 7Q6ET3R6ELPU · pith_short_16: 7Q6ET3R6ELPUNPJW · pith_short_8: 7Q6ET3R6

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/7Q6ET3R6ELPUNPJW2R4BN5TDOP \
  | 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: fc3c49ee3e22df46bd36d47816f66373e2ab2ec8afa0931211aa0062b240f533

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "68e6382ad5ce205dfd34e80bdd12f87e2d380ea71e6d232ad28e76309ae32897",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-09-03T14:06:10Z",
    "title_canon_sha256": "a81c8d74cbe1e36af5b3489a6b92718d0087bd1ffec56552769b2a894677ba91"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.03331",
    "kind": "arxiv",
    "version": 1
  }
}