Pith Number

pith:MWLCA5HL

pith:2021:MWLCA5HLHLDROLZZSQ6C7MV5DU

not attested not anchored not stored refs pending

"Garbage In, Garbage Out" Revisited: What Do Machine Learning Application Papers Report About Human-Labeled Training Data?

Aayush Shah, Dominique Cope, Jamie Ip, Jenny Weng, Marsha Lotosh, Rebekah Tang, R. Stuart Geiger

arxiv:2107.02278 v1 · 2021-07-05 · cs.LG · cs.CY · cs.SI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MWLCA5HLHLDROLZZSQ6C7MV5DU}

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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	2026-07-05T02:55:18.745119Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

65962074eb3ac7172f39943c2fb2bd1d09f74d453d7aa822407dbea784671bed

Aliases

arxiv: 2107.02278 · arxiv_version: 2107.02278v1 · doi: 10.48550/arxiv.2107.02278 · pith_short_12: MWLCA5HLHLDR · pith_short_16: MWLCA5HLHLDROLZZ · pith_short_8: MWLCA5HL

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/MWLCA5HLHLDROLZZSQ6C7MV5DU \
  | 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: 65962074eb3ac7172f39943c2fb2bd1d09f74d453d7aa822407dbea784671bed

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d347c7f706d68cb98ef5b4333d23e60fae51d9e85798e6f53d29ced7ae48a166",
    "cross_cats_sorted": [
      "cs.CY",
      "cs.SI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-07-05T21:24:02Z",
    "title_canon_sha256": "d1451c224029be51ecd6c7d976afa9e166b9ac6821d594db556713d31d94ddc6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2107.02278",
    "kind": "arxiv",
    "version": 1
  }
}