Pith Number

pith:XUDQMHHV

pith:2025:XUDQMHHV2PT6ECMAV5JANL5DKV

not attested not anchored not stored refs pending

A Systematic Analysis of Biases in Large Language Models

Erik Cambria, Rui Mao, Xulang Zhang

arxiv:2512.15792 v3 · 2025-12-16 · cs.CY · cs.AI · 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{XUDQMHHV2PT6ECMAV5JANL5DKV}

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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

Synthetic Sources?: Auditing Generative Search Engine Citations for Evidence of AI-Generated Sources

Receipt and verification

First computed	2026-06-05T01:14:32.428708Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bd07061cf5d3e7e20980af5206afa3555507f68348f60e3a257656bec7532460

Aliases

arxiv: 2512.15792 · arxiv_version: 2512.15792v3 · doi: 10.48550/arxiv.2512.15792 · pith_short_12: XUDQMHHV2PT6 · pith_short_16: XUDQMHHV2PT6ECMA · pith_short_8: XUDQMHHV

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/XUDQMHHV2PT6ECMAV5JANL5DKV \
  | 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: bd07061cf5d3e7e20980af5206afa3555507f68348f60e3a257656bec7532460

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2c30e444c0f3b61874c9740af11fa167fd5dca5f58b668ed58e31bd9f0efecbe",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CY",
    "submitted_at": "2025-12-16T03:38:08Z",
    "title_canon_sha256": "e2d14d9c548e31431fe6d2b0b2aab94e0d8d1dcd0cb5fcafaf52b379ebe11b21"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.15792",
    "kind": "arxiv",
    "version": 3
  }
}