Pith Number

pith:PCBMTFER

pith:2024:PCBMTFERU6A4TNNIH4NL2AOSQ5

not attested not anchored not stored refs pending

A Large-Scale Simulation on Large Language Models for Decision-Making in Political Science

Chenxiao Yu, Emilio Ferrara, Jinyi Ye, Xiyang Hu, Yuangang Li, Yue Zhao, Zheng Li

arxiv:2412.15291 v4 · 2024-12-19 · cs.CL · cs.SI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PCBMTFERU6A4TNNIH4NL2AOSQ5}

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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

3 papers in Pith

GRADE: Graph Representation of LLM Agent Dependency and Execution

Persona Non Grata: LLM Persona-Driven Generations in MCQA are Unstable in Distinct Dimensions

Cross-Cultural Simulation of Citizen Emotional Responses to Bureaucratic Red Tape Using LLM Agents

Receipt and verification

First computed	2026-07-05T10:46:59.533353Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7882c99491a781c9b5a83f1abd01d2874560928bb1ac34425410846921a51c49

Aliases

arxiv: 2412.15291 · arxiv_version: 2412.15291v4 · doi: 10.48550/arxiv.2412.15291 · pith_short_12: PCBMTFERU6A4 · pith_short_16: PCBMTFERU6A4TNNI · pith_short_8: PCBMTFER

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/PCBMTFERU6A4TNNIH4NL2AOSQ5 \
  | 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: 7882c99491a781c9b5a83f1abd01d2874560928bb1ac34425410846921a51c49

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "47038184e6251d5160e0cfd4db3865a139302dffbf594edd47a7dc3cc4fb936b",
    "cross_cats_sorted": [
      "cs.SI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-19T07:10:51Z",
    "title_canon_sha256": "964c37b7e3f5eed91b6ccb025abcbffc37550d4a573d94899ca327f47dacbdc5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.15291",
    "kind": "arxiv",
    "version": 4
  }
}