Pith Number

pith:47FMOKWO

pith:2024:47FMOKWOA7EDAQR5362LGYNPSJ

not attested not anchored not stored refs pending

Forewarned is Forearmed: Leveraging LLMs for Data Synthesis through Failure-Inducing Exploration

Chuan Wu, Jiahui Gao, Lingpeng Kong, Qintong Li, Renjie Pi, Sheng Wang, Xin Jiang, Xueliang Zhao, Zhenguo Li

arxiv:2410.16736 v1 · 2024-10-22 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{47FMOKWOA7EDAQR5362LGYNPSJ}

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	2026-07-05T09:24:05.998202Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e7cac72ace07c830423ddfb4b361af92400ec7ed0394a1c6729ccef742699ab1

Aliases

arxiv: 2410.16736 · arxiv_version: 2410.16736v1 · doi: 10.48550/arxiv.2410.16736 · pith_short_12: 47FMOKWOA7ED · pith_short_16: 47FMOKWOA7EDAQR5 · pith_short_8: 47FMOKWO

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/47FMOKWOA7EDAQR5362LGYNPSJ \
  | 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: e7cac72ace07c830423ddfb4b361af92400ec7ed0394a1c6729ccef742699ab1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "71acabf591fb5581753e4381d0c7a7cd3c30129ff7aeb25a7bce04950f8cddc5",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-22T06:43:28Z",
    "title_canon_sha256": "21bebf8e62218a8e1e1f5b0f4e0b1ad15cfdce7ac9fcc46000c39a1ed3d76d25"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.16736",
    "kind": "arxiv",
    "version": 1
  }
}