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Pith Number

pith:A2NPDYYX

pith:2025:A2NPDYYX4HDS4QF5H62BO3DWH3
not attested not anchored not stored refs pending

A Comprehensive Analysis of Large Language Model Outputs: Similarity, Diversity, and Bias

Brandon Smith, Mohamed Reda Bouadjenek, Phillip Dawson, Sunil Aryal, Tahsin Alamgir Kheya

arxiv:2505.09056 v1 · 2025-05-14 · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{A2NPDYYX4HDS4QF5H62BO3DWH3}

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

3 papers in Pith

Receipt and verification
First computed 2026-07-05T11:02:49.577554Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

069af1e317e1c72e40bd3fb4176c763ec9932a4a75f3be5a2f04149975a1e9d8

Aliases

arxiv: 2505.09056 · arxiv_version: 2505.09056v1 · doi: 10.48550/arxiv.2505.09056 · pith_short_12: A2NPDYYX4HDS · pith_short_16: A2NPDYYX4HDS4QF5 · pith_short_8: A2NPDYYX
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/A2NPDYYX4HDS4QF5H62BO3DWH3 \
  | 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: 069af1e317e1c72e40bd3fb4176c763ec9932a4a75f3be5a2f04149975a1e9d8
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "141c59e0c1e296aebc5b28d2915411195d66b5798d9ed123e8a4200520b09271",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-14T01:21:46Z",
    "title_canon_sha256": "fd229ec25b85d4fb8ea51064561edd8d3e165af9267eedd6c86337daf0e35e7d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.09056",
    "kind": "arxiv",
    "version": 1
  }
}