Pith Number

pith:XTNXLGFQ

pith:2024:XTNXLGFQ7HMH3LR7ATDBCBWUPB

not attested not anchored not stored refs pending

On the Challenges of Fuzzing Techniques via Large Language Models

Huaming Chen, Lei Ma, Linghan Huang, Peizhou Zhao

arxiv:2402.00350 v3 · 2024-02-01 · cs.SE · 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{XTNXLGFQ7HMH3LR7ATDBCBWUPB}

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

RESTestBench: A Benchmark for Evaluating the Effectiveness of LLM-Generated REST API Test Cases from NL Requirements

Receipt and verification

First computed	2026-07-05T11:04:35.608054Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bcdb7598b0f9d87dae3f04c61106d4785b803fedee84f2947627adb58cdacd87

Aliases

arxiv: 2402.00350 · arxiv_version: 2402.00350v3 · doi: 10.48550/arxiv.2402.00350 · pith_short_12: XTNXLGFQ7HMH · pith_short_16: XTNXLGFQ7HMH3LR7 · pith_short_8: XTNXLGFQ

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/XTNXLGFQ7HMH3LR7ATDBCBWUPB \
  | 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: bcdb7598b0f9d87dae3f04c61106d4785b803fedee84f2947627adb58cdacd87

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "07edee0ee3195db6de2e3cfad48841a884a5b83fd0c39b67c804f61f83efabff",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-02-01T05:34:03Z",
    "title_canon_sha256": "eec7abdb110ec2a7636261dda958a28b1186fe15f3f356be36ab919662b7bb19"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.00350",
    "kind": "arxiv",
    "version": 3
  }
}