Pith Number

pith:NBJR3HNT

pith:2024:NBJR3HNTYBBLAB23T7GOZMONH2

not attested not anchored not stored refs pending

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead

Chong Wang, Chunyang Chen, Liming Zhu, Qinghua Lu, Xiwei Xu, Yanqi Su, Zhenchang Xing

arxiv:2412.08581 v1 · 2024-12-11 · 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{NBJR3HNTYBBLAB23T7GOZMONH2}

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

Seeing is Fixing: Cross-Modal Reasoning with Multimodal LLMs for Visual Software Issue Fixing

Receipt and verification

First computed	2026-07-05T09:47:52.225550Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

68531d9db3c042b0075b9fccecb1cd3eb3f508875fca8e8d966cf5a4e544166c

Aliases

arxiv: 2412.08581 · arxiv_version: 2412.08581v1 · doi: 10.48550/arxiv.2412.08581 · pith_short_12: NBJR3HNTYBBL · pith_short_16: NBJR3HNTYBBLAB23 · pith_short_8: NBJR3HNT

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/NBJR3HNTYBBLAB23T7GOZMONH2 \
  | 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: 68531d9db3c042b0075b9fccecb1cd3eb3f508875fca8e8d966cf5a4e544166c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e7f76cf1aaec3b0dfc80bf833dca30e7a48feadbead21f12c2b41949b3b75d16",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-12-11T17:57:23Z",
    "title_canon_sha256": "03e3e6b5b9a78f6878da78ceec1a0b70fb31b3ef28bd15ef5ca5dc5e754ea628"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.08581",
    "kind": "arxiv",
    "version": 1
  }
}