Pith Number

pith:NSGWMCMR

pith:2024:NSGWMCMRHRUO6QDWZDQX4AENGK

not attested not anchored not stored refs pending

CleanAgent: Automating Data Standardization with LLM-based Agents

Danrui Qi, Jiannan Wang, Zhengjie Miao

arxiv:2403.08291 v4 · 2024-03-13 · cs.LG · cs.AI · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NSGWMCMRHRUO6QDWZDQX4AENGK}

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

4 papers in Pith

TabClean: Reusable LLM-Synthesized Programs for Tabular Data Cleaning

When Helping Hurts and How to Fix It: Multi-Agent Debate for Data Cleaning

ProfiliTable: Profiling-Driven Tabular Data Processing via Agentic Workflows

Receipt and verification

First computed	2026-07-05T11:13:55.465151Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6c8d6609913c68ef4076c8e17e008d32bdb5565c4aff8c5b884c4b20ed2a651d

Aliases

arxiv: 2403.08291 · arxiv_version: 2403.08291v4 · doi: 10.48550/arxiv.2403.08291 · pith_short_12: NSGWMCMRHRUO · pith_short_16: NSGWMCMRHRUO6QDW · pith_short_8: NSGWMCMR

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/NSGWMCMRHRUO6QDWZDQX4AENGK \
  | 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: 6c8d6609913c68ef4076c8e17e008d32bdb5565c4aff8c5b884c4b20ed2a651d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d548d12ae2b7555079b24431abee42464325fd6e7fc8057691a22b209c156d03",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-13T06:54:15Z",
    "title_canon_sha256": "2b8a085f9ffb2e95aeb1b168b08b253626fb096307663ccfb09d4139ca9a6ada"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.08291",
    "kind": "arxiv",
    "version": 4
  }
}