Pith Number

pith:XFKP2W57

pith:2023:XFKP2W57RAOV72333MZ4RANPTN

not attested not anchored not stored refs pending

Software Testing with Large Language Models: Survey, Landscape, and Vision

Chunyang Chen, Junjie Wang, Qing Wang, Song Wang, Yuchao Huang, Zhe Liu

arxiv:2307.07221 v3 · 2023-07-14 · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XFKP2W57RAOV72333MZ4RANPTN}

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

CornerCase: Automated Extremal Testing of Protocol Implementations using LLMs

Symbolic Execution Meets Multi-LLM Orchestration: Detecting Memory Vulnerabilities in Incomplete Rust CVE Snippets

Receipt and verification

First computed	2026-07-05T07:51:30.457495Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b954fd5bbf881d5feb7bdb33c881af9b46a38fa95e7971665e9c5449de509b71

Aliases

arxiv: 2307.07221 · arxiv_version: 2307.07221v3 · doi: 10.48550/arxiv.2307.07221 · pith_short_12: XFKP2W57RAOV · pith_short_16: XFKP2W57RAOV7233 · pith_short_8: XFKP2W57

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/XFKP2W57RAOV72333MZ4RANPTN \
  | 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: b954fd5bbf881d5feb7bdb33c881af9b46a38fa95e7971665e9c5449de509b71

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1dbc2e7a3d571643d115ac2cfc9fb8dcda8404e8900b558172493a5929edba40",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-07-14T08:26:12Z",
    "title_canon_sha256": "ceae800cf7009df34712594ceb3a4969af0ad43f3e63a90885126684e93000bb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.07221",
    "kind": "arxiv",
    "version": 3
  }
}