Pith Number

pith:HYP5NTY6

pith:2019:HYP5NTY6UMBHI6KYJEFTSGUTND

not attested not anchored not stored refs pending

Predictive Biases in Natural Language Processing Models: A Conceptual Framework and Overview

Deven Shah, Dirk Hovy, H. Andrew Schwartz

arxiv:1912.11078 v2 · 2019-11-09 · 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{HYP5NTY6UMBHI6KYJEFTSGUTND}

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

Private, Verifiable, and Auditable AI Systems

Receipt and verification

First computed	2026-07-05T01:34:51.456791Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3e1fd6cf1ea302747958490b391a9368d5134494ca2e03d9bebfb90ae5f17c9b

Aliases

arxiv: 1912.11078 · arxiv_version: 1912.11078v2 · doi: 10.48550/arxiv.1912.11078 · pith_short_12: HYP5NTY6UMBH · pith_short_16: HYP5NTY6UMBHI6KY · pith_short_8: HYP5NTY6

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/HYP5NTY6UMBHI6KYJEFTSGUTND \
  | 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: 3e1fd6cf1ea302747958490b391a9368d5134494ca2e03d9bebfb90ae5f17c9b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6976f7fd0a1cb945a07dc548d551cbcffbcda3e057c28c4b5efe2a97208abcce",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2019-11-09T23:53:19Z",
    "title_canon_sha256": "36afbdd2a4a5c3518774b1dfd14b93f602d66bf83ba0cf0a6eda7080eb827b2f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1912.11078",
    "kind": "arxiv",
    "version": 2
  }
}