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Pith Number

pith:ODR4PEDT

pith:2025:ODR4PEDTAJAU2RASHTXXBLXTVO
not attested not anchored not stored refs pending

Epistemic diversity across language models mitigates knowledge collapse

Damian Hodel, Jevin D. West

arxiv:2512.15011 v3 · 2025-12-17 · cs.LG · cs.AI · cs.CY · cs.MA

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\usepackage{pith}
\pithnumber{ODR4PEDTAJAU2RASHTXXBLXTVO}

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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

Receipt and verification
First computed 2026-07-31T01:08:56.688143Z
Builder pith-number-builder-2026-05-17-v1
Signature unsigned_v0
Schema pith-number/v1.0

Canonical hash

70e3c7907302414d44123cef70aef3ab96ab6b539bbaf1a4b268eaf37be93e75

Aliases

arxiv: 2512.15011 · arxiv_version: 2512.15011v3 · doi: 10.48550/arxiv.2512.15011 · pith_short_12: ODR4PEDTAJAU · pith_short_16: ODR4PEDTAJAU2RAS · pith_short_8: ODR4PEDT
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/ODR4PEDTAJAU2RASHTXXBLXTVO \
  | 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: 70e3c7907302414d44123cef70aef3ab96ab6b539bbaf1a4b268eaf37be93e75
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "20110c226ae5cac6accd14d779a177155d1471f00a2831bd515c662e34ad2a36",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CY",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-12-17T02:03:28Z",
    "title_canon_sha256": "35c78c1e822ddca6add44b512f126ffe1fa5682c711b8f5bac7b5406174e41e9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.15011",
    "kind": "arxiv",
    "version": 3
  }
}