Pith Number

pith:EP2TO7AU

pith:2024:EP2TO7AULV7GEU5ALZGUI72JAK

not attested not anchored not stored refs pending

Mapping and Influencing the Political Ideology of Large Language Models using Synthetic Personas

Gianluca Demartini, Kevin Roitero, Leon Fr\"ohling, Pietro Bernardelle, Riccardo Lunardi, Stefano Civelli

arxiv:2412.14843 v3 · 2024-12-19 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{EP2TO7AULV7GEU5ALZGUI72JAK}

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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

The Impact of Persona-based Political Perspectives on Hateful Content Detection

Receipt and verification

First computed	2026-07-05T10:19:56.730052Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

23f5377c145d7e6253a05e4d447f49028ed90d26d89dab7c7754cf132179be84

Aliases

arxiv: 2412.14843 · arxiv_version: 2412.14843v3 · doi: 10.48550/arxiv.2412.14843 · pith_short_12: EP2TO7AULV7G · pith_short_16: EP2TO7AULV7GEU5A · pith_short_8: EP2TO7AU

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/EP2TO7AULV7GEU5ALZGUI72JAK \
  | 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: 23f5377c145d7e6253a05e4d447f49028ed90d26d89dab7c7754cf132179be84

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8ce1920c21b79d86e9b76304e025fe0d6e3a93f0bc6f7066316fc8e6b6b6865e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-19T13:36:18Z",
    "title_canon_sha256": "39c9e4a890cc87869dd52de5ee6d5885a06469946917d3a8bdd523cf4a2bc7a0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.14843",
    "kind": "arxiv",
    "version": 3
  }
}