Pith Number

pith:MA4A2F4M

pith:2026:MA4A2F4MLDLCG5NMOWT7EGDEJJ

not attested not anchored not stored refs pending

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

Akshat Mehta, Chirag Parmar, Henglin Wu, Jagadish Ramamurthy, Shweta Medhekar

arxiv:2606.02866 v1 · 2026-06-01 · cs.AI · cs.CL · 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{MA4A2F4MLDLCG5NMOWT7EGDEJJ}

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	2026-06-03T01:05:24.921017Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

60380d178c58d62375ac75a7f218644a4c17761f2fcd688b14923777b72e9196

Aliases

arxiv: 2606.02866 · arxiv_version: 2606.02866v1 · doi: 10.48550/arxiv.2606.02866 · pith_short_12: MA4A2F4MLDLC · pith_short_16: MA4A2F4MLDLCG5NM · pith_short_8: MA4A2F4M

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/MA4A2F4MLDLCG5NMOWT7EGDEJJ \
  | 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: 60380d178c58d62375ac75a7f218644a4c17761f2fcd688b14923777b72e9196

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4139540aedbdbcf757a1ddc32129dd8d26f9df483d97819046ccc912ab9835fa",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-06-01T20:29:47Z",
    "title_canon_sha256": "b594ca38d5e5dec5e11fdf8ae29c1c998f24f7a9177802b824ad04fe9d0b0c97"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.02866",
    "kind": "arxiv",
    "version": 1
  }
}