Pith Number

pith:KMSQZPZU

pith:2022:KMSQZPZUJKWSO3PY6EBMTMIV7K

not attested not anchored not stored refs pending

CROWDLAB: Supervised learning to infer consensus labels and quality scores for data with multiple annotators

Hui Wen Goh, Jonas Mueller, Ulyana Tkachenko

arxiv:2210.06812 v2 · 2022-10-13 · cs.LG · cs.HC · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KMSQZPZUJKWSO3PY6EBMTMIV7K}

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

DeepFact: Co-Evolving Benchmarks and Agents for Deep Research Factuality

Receipt and verification

First computed	2026-07-05T05:36:19.253059Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

53250cbf344aad276df8f102c9b115fab9ca86289f364f7edd7a1c75d8f72316

Aliases

arxiv: 2210.06812 · arxiv_version: 2210.06812v2 · doi: 10.48550/arxiv.2210.06812 · pith_short_12: KMSQZPZUJKWS · pith_short_16: KMSQZPZUJKWSO3PY · pith_short_8: KMSQZPZU

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/KMSQZPZUJKWSO3PY6EBMTMIV7K \
  | 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: 53250cbf344aad276df8f102c9b115fab9ca86289f364f7edd7a1c75d8f72316

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1c7eeddd86353b4e9e2fc81bc6405d8c27fe0fee076fc60771551d074e51fb0e",
    "cross_cats_sorted": [
      "cs.HC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-13T07:54:07Z",
    "title_canon_sha256": "5f7244b297fc2f0bfdf582c366e5041a93d00355d8e2549accdbd62e6f9ffed2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.06812",
    "kind": "arxiv",
    "version": 2
  }
}