Pith Number

pith:UZQNSJ7B

pith:2022:UZQNSJ7BNFFB75NIXUDTZ4CQ7J

not attested not anchored not stored refs pending

Large Language Models are Few-shot Testers: Exploring LLM-based General Bug Reproduction

Juyeon Yoon, Shin Yoo, Sungmin Kang

arxiv:2209.11515 v3 · 2022-09-23 · 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{UZQNSJ7BNFFB75NIXUDTZ4CQ7J}

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

Sakura: An Approach for Generating Complex Tests from Natural Language Test Descriptions

Receipt and verification

First computed	2026-07-05T06:34:02.890908Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a660d927e1694a1ff5a8bd073cf050fa548c25e163c4ff56e5f9725ccf77dc3d

Aliases

arxiv: 2209.11515 · arxiv_version: 2209.11515v3 · doi: 10.48550/arxiv.2209.11515 · pith_short_12: UZQNSJ7BNFFB · pith_short_16: UZQNSJ7BNFFB75NI · pith_short_8: UZQNSJ7B

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/UZQNSJ7BNFFB75NIXUDTZ4CQ7J \
  | 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: a660d927e1694a1ff5a8bd073cf050fa548c25e163c4ff56e5f9725ccf77dc3d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "48c29b862bb2a76078d677447c3f7c2f04d3bba8fbca4fc97f720949d7094260",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2022-09-23T10:50:47Z",
    "title_canon_sha256": "8247f5ba958fc45fe86c1a4a30d29acf37e9a75da178d71aecf59d03439e882e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.11515",
    "kind": "arxiv",
    "version": 3
  }
}