Pith Number

pith:WQC5Y74I

pith:2024:WQC5Y74IQ2RF7OZMOQ7OPLYCS5

not attested not anchored not stored refs pending

Assessing the Robustness of LLM-based NLP Software via Automated Testing

Hanbo Cai, Lei Xue, Mingxuan Xiao, Pengcheng Zhang, Shunhui Ji, Yan Xiao

arxiv:2412.21016 v2 · 2024-12-30 · 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{WQC5Y74IQ2RF7OZMOQ7OPLYCS5}

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.

Receipt and verification

First computed	2026-07-05T10:32:36.321127Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b405dc7f8886a25fbb2c743ee7af02977a145c0b8f8ed198bcb213b20bfd890b

Aliases

arxiv: 2412.21016 · arxiv_version: 2412.21016v2 · doi: 10.48550/arxiv.2412.21016 · pith_short_12: WQC5Y74IQ2RF · pith_short_16: WQC5Y74IQ2RF7OZM · pith_short_8: WQC5Y74I

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/WQC5Y74IQ2RF7OZMOQ7OPLYCS5 \
  | 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: b405dc7f8886a25fbb2c743ee7af02977a145c0b8f8ed198bcb213b20bfd890b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b2ce9e6191133e686f30bf896e2562c02e54a3cf5d1f407b6bbea742db334c56",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-12-30T15:33:34Z",
    "title_canon_sha256": "2b7bd73fcbb56f92f93d89d09c967ea60a497a28e6379115e35d44591dc821bd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.21016",
    "kind": "arxiv",
    "version": 2
  }
}