Pith Number

pith:PC3WKVVZ

pith:2023:PC3WKVVZN23B5MUVCW3MFYF4NY

not attested not anchored not stored refs pending

Nuances are the Key: Unlocking ChatGPT to Find Failure-Inducing Tests with Differential Prompting

Haoye Tian, Jeff Kramer, Shing-Chi Cheung, Tsz-On Li, Wenxi Zong, Yibo Wang, Ying Wang

arxiv:2304.11686 v6 · 2023-04-23 · 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{PC3WKVVZN23B5MUVCW3MFYF4NY}

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

Large Language Models in Cybersecurity: Applications, Vulnerabilities, and Defense Techniques

Receipt and verification

First computed	2026-07-05T06:49:02.271703Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

78b76556b96eb61eb29515b6c2e0bc6e1590ca235f5e0e863b7ba16e1fc19a10

Aliases

arxiv: 2304.11686 · arxiv_version: 2304.11686v6 · doi: 10.48550/arxiv.2304.11686 · pith_short_12: PC3WKVVZN23B · pith_short_16: PC3WKVVZN23B5MUV · pith_short_8: PC3WKVVZ

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/PC3WKVVZN23B5MUVCW3MFYF4NY \
  | 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: 78b76556b96eb61eb29515b6c2e0bc6e1590ca235f5e0e863b7ba16e1fc19a10

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e5a0bb1d47a56baa30ac55666826dc7a7fa7267a7a2c90c99d4b28d9b839d8bc",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-04-23T15:35:39Z",
    "title_canon_sha256": "3b2e97af8912ef290a0af532a2fa04cfab83dadb8f594f7c9d6c62b0b75672cc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.11686",
    "kind": "arxiv",
    "version": 6
  }
}