Pith Number

pith:TY7Z3DBS

pith:2025:TY7Z3DBSSMRGBKHKISIYCWAPA3

not attested not anchored not stored refs pending

Fairness through Difference Awareness: Measuring Desired Group Discrimination in LLMs

Angelina Wang, Daniel E. Ho, Michelle Phan, Sanmi Koyejo

arxiv:2502.01926 v3 · 2025-02-04 · cs.CY · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TY7Z3DBSSMRGBKHKISIYCWAPA3}

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

Discriminatory Compliance: How LLMs Answer Queries from Protected Groups

Receipt and verification

First computed	2026-07-05T11:52:01.263729Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9e3f9d8c32932260a8ea449181580f06c61de8e333d2bc638a41726c1cf0d2e2

Aliases

arxiv: 2502.01926 · arxiv_version: 2502.01926v3 · doi: 10.48550/arxiv.2502.01926 · pith_short_12: TY7Z3DBSSMRG · pith_short_16: TY7Z3DBSSMRGBKHK · pith_short_8: TY7Z3DBS

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/TY7Z3DBSSMRGBKHKISIYCWAPA3 \
  | 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: 9e3f9d8c32932260a8ea449181580f06c61de8e333d2bc638a41726c1cf0d2e2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3eb1f54dede96c6fcde58f680e39687b4e3bc9f2c90f06f9b0ef9f7f7f60e5f4",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CY",
    "submitted_at": "2025-02-04T01:56:28Z",
    "title_canon_sha256": "685d5f30099bc419dbcd2b855a8e1f3089e4fd79e9e57e9a6aec3c1ffafe2454"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.01926",
    "kind": "arxiv",
    "version": 3
  }
}