Pith Number

pith:XRGHKCEY

pith:2023:XRGHKCEYGMTDOH3PRSXQ5MES4Q

not attested not anchored not stored refs pending

Large Language Models as Data Preprocessors

Chuan Xiao, Haochen Zhang, Masafumi Oyamada, Yuyang Dong

arxiv:2308.16361 v2 · 2023-08-30 · cs.AI · cs.DB

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XRGHKCEYGMTDOH3PRSXQ5MES4Q}

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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

5 papers in Pith

TabClean: Reusable LLM-Synthesized Programs for Tabular Data Cleaning

FlowPipe: LLM-Enhanced Conditional Generative Flow Networks for Data Preparation Pipeline Construction

Adaptive Graph Refinement and Label Propagation with LLMs for Cost-Effective Entity Resolution

A Blueprint for AI-Driven Software Quality: Integrating LLMs with Established Standards

When control meets large language models: From words to dynamics

Receipt and verification

First computed	2026-07-05T09:26:21.834602Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bc4c7508983326371f6f8caf0eb092e40dc353415aa190f3a9d51ce75006ac12

Aliases

arxiv: 2308.16361 · arxiv_version: 2308.16361v2 · doi: 10.48550/arxiv.2308.16361 · pith_short_12: XRGHKCEYGMTD · pith_short_16: XRGHKCEYGMTDOH3P · pith_short_8: XRGHKCEY

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/XRGHKCEYGMTDOH3PRSXQ5MES4Q \
  | 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: bc4c7508983326371f6f8caf0eb092e40dc353415aa190f3a9d51ce75006ac12

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "beb76e9d89b1760ef7ca5dacdc9b7528c387b3c4015d48c7ac8c1880f30ccf52",
    "cross_cats_sorted": [
      "cs.DB"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-08-30T23:28:43Z",
    "title_canon_sha256": "951a1d42efbca15feadd01789803e3e0e9c61df523cb41686f8e52ccfd150a5b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.16361",
    "kind": "arxiv",
    "version": 2
  }
}