Pith Number

pith:PS6KDCRP

pith:2024:PS6KDCRPWHN7WMS5SBGSYRJTVA

not attested not anchored not stored refs pending

A Normative Framework for Benchmarking Consumer Fairness in Large Language Model Recommender System

Fatemeh Nazary, Yashar Deldjoo

arxiv:2405.02219 v2 · 2024-05-03 · cs.IR · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PS6KDCRPWHN7WMS5SBGSYRJTVA}

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

2 papers in Pith

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges

Offline Evaluation Measures of Fairness in Recommender Systems

Receipt and verification

First computed	2026-07-05T09:05:35.573858Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7cbca18a2fb1dbfb325d904d2c4533a82ecd774e912f6173d23187ebab29fdbd

Aliases

arxiv: 2405.02219 · arxiv_version: 2405.02219v2 · doi: 10.48550/arxiv.2405.02219 · pith_short_12: PS6KDCRPWHN7 · pith_short_16: PS6KDCRPWHN7WMS5 · pith_short_8: PS6KDCRP

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/PS6KDCRPWHN7WMS5SBGSYRJTVA \
  | 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: 7cbca18a2fb1dbfb325d904d2c4533a82ecd774e912f6173d23187ebab29fdbd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1c9f145a959fbde3cc58730ad52ce1bd03df4806ddb9094c1d700e83ef2818de",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2024-05-03T16:25:27Z",
    "title_canon_sha256": "1ed7744800ed1e2f4f652d9f1dd4d27f3152d831266289ce2bba8b81561d390c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.02219",
    "kind": "arxiv",
    "version": 2
  }
}