Pith Number

pith:KPQLWFHK

pith:2022:KPQLWFHKM7FYOTDZROV5OGSG3V

not attested not anchored not stored refs pending

Human-Guided Fair Classification for Natural Language Processing

Elliott Ash, Florian E.Dorner, Martin Vechev, Momchil Peychev, Naman Goel, Nikola Konstantinov

arxiv:2212.10154 v2 · 2022-12-20 · cs.CL · cs.AI · cs.CY · 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{KPQLWFHKM7FYOTDZROV5OGSG3V}

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

Don't Label Twice: Quantity Beats Quality when Comparing Binary Classifiers on a Budget

Receipt and verification

First computed	2026-07-05T05:51:43.782499Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

53e0bb14ea67cb874c798babd71a46dd4d0dd7d68082d4d25e8cc6c58e99c30f

Aliases

arxiv: 2212.10154 · arxiv_version: 2212.10154v2 · doi: 10.48550/arxiv.2212.10154 · pith_short_12: KPQLWFHKM7FY · pith_short_16: KPQLWFHKM7FYOTDZ · pith_short_8: KPQLWFHK

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/KPQLWFHKM7FYOTDZROV5OGSG3V \
  | 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: 53e0bb14ea67cb874c798babd71a46dd4d0dd7d68082d4d25e8cc6c58e99c30f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "42c936fb58f30947d50490354bed1cc9761f1c11819b991e3791488742c3c5bd",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CY",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-12-20T10:46:40Z",
    "title_canon_sha256": "cedb3b28356248b23da60f0048f8c6b1206e6ad1eef4a5fa85687bba7e8d0e13"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.10154",
    "kind": "arxiv",
    "version": 2
  }
}