Pith Number

pith:ZWBODBZU

pith:2023:ZWBODBZUOLLQ2G77KRQDOBEMPG

not attested not anchored not stored refs pending

Don't Waste a Single Annotation: Improving Single-Label Classifiers Through Soft Labels

Ben Wu, Carolina Scarton, Kalina Bontcheva, Xingyi Song, Yida Mu, Yue Li

arxiv:2311.05265 v1 · 2023-11-09 · cs.CL · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZWBODBZUOLLQ2G77KRQDOBEMPG}

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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

1 paper in Pith

From Ground Truth to Measurement: A Statistical Framework for Human Labeling

Receipt and verification

First computed	2026-07-05T07:10:56.852817Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cd82e1873472d70d1bff546037048c79bc8608a2465a75ec729421ac3796a879

Aliases

arxiv: 2311.05265 · arxiv_version: 2311.05265v1 · doi: 10.48550/arxiv.2311.05265 · pith_short_12: ZWBODBZUOLLQ · pith_short_16: ZWBODBZUOLLQ2G77 · pith_short_8: ZWBODBZU

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/ZWBODBZUOLLQ2G77KRQDOBEMPG \
  | 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: cd82e1873472d70d1bff546037048c79bc8608a2465a75ec729421ac3796a879

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f19c67247fe3716058e727a2ca56d68b7216b893f009fc131c8bf9ab01d47f05",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-11-09T10:47:39Z",
    "title_canon_sha256": "df137c0cc505009951c6171c86d6e716f8184677c501a5b91ca71ec22f1cb5b2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.05265",
    "kind": "arxiv",
    "version": 1
  }
}