Pith. sign in
Pith Number

pith:4BDIA2IK

pith:2025:4BDIA2IK5IUKRFMEUEU2DZOGQ5
not attested not anchored not stored refs pending

Obscured but Not Erased: Evaluating Nationality Bias in LLMs via Name-Based Bias Benchmarks

Cristovao Iglesias, Devesh Batra, Giulio Pelosio, Greig Cowan, No\'emie Bovey, Raad Khraishi, Robert Hankache

arxiv:2507.16989 v1 · 2025-07-22 · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{4BDIA2IK5IUKRFMEUEU2DZOGQ5}

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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.
Receipt and verification
First computed 2026-07-05T11:41:59.830295Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

e04680690aea28a89584a129a1e5c6874647ac7bf9986d02d482d160ad89ff1b

Aliases

arxiv: 2507.16989 · arxiv_version: 2507.16989v1 · doi: 10.48550/arxiv.2507.16989 · pith_short_12: 4BDIA2IK5IUK · pith_short_16: 4BDIA2IK5IUKRFME · pith_short_8: 4BDIA2IK
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/4BDIA2IK5IUKRFMEUEU2DZOGQ5 \
  | 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: e04680690aea28a89584a129a1e5c6874647ac7bf9986d02d482d160ad89ff1b
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "0ff943886213da259167966ff56e27ee11141e074d627e3ea4b16562f8693849",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-07-22T19:54:49Z",
    "title_canon_sha256": "6e921ab0b6ad33606ded365380048b4a33d3f11331ffb9bba1569bc784d7adc7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.16989",
    "kind": "arxiv",
    "version": 1
  }
}