Pith Number

pith:GWHX5H2R

pith:2022:GWHX5H2RK36ZY7JF3SLYMP2GEU

not attested not anchored not stored refs pending

Causally Testing Gender Bias in LLMs: A Case Study on Occupational Bias

Justus Mattern, Rada Mihalcea, Vethavikashini Chithrra Raghuram, Yuen Chen, Zhijing Jin

arxiv:2212.10678 v4 · 2022-12-20 · cs.CL · 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{GWHX5H2RK36ZY7JF3SLYMP2GEU}

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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

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models

Receipt and verification

First computed	2026-07-05T11:42:19.308199Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

358f7e9f5156fd9c7d25dc97863f4625322291bf1af6f738c86624028d1370ef

Aliases

arxiv: 2212.10678 · arxiv_version: 2212.10678v4 · doi: 10.48550/arxiv.2212.10678 · pith_short_12: GWHX5H2RK36Z · pith_short_16: GWHX5H2RK36ZY7JF · pith_short_8: GWHX5H2R

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/GWHX5H2RK36ZY7JF3SLYMP2GEU \
  | 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: 358f7e9f5156fd9c7d25dc97863f4625322291bf1af6f738c86624028d1370ef

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "133af41fdf31227757f3632f807def60cf544422c0824072786b73b12ff83dee",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-12-20T22:41:24Z",
    "title_canon_sha256": "a5408d1c6a9caf46e4423b26a2203ad28cf70b89501fd36f211aa2c01477074a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.10678",
    "kind": "arxiv",
    "version": 4
  }
}