Pith Number

pith:YMGRICRU

pith:2025:YMGRICRUQJF24MQBV5DYZ2VGZQ

not attested not anchored not stored refs pending

LLM-based Human Simulations Have Not Yet Been Reliable

Bingqiao Luo, Bingsheng He, Huacan Wang, Jiaying Wu, Nuo Chen, Qian Wang, Wei Chen, Zhenheng Tang, Zichen Jiang

arxiv:2501.08579 v3 · 2025-01-15 · cs.CL

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\usepackage{pith}
\pithnumber{YMGRICRUQJF24MQBV5DYZ2VGZQ}

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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

7 papers in Pith

Beyond Averages: Evaluating LLMs on Human Survey Replication at the Distributional Level

Prompt Optimization for User Simulation in Conversational Recommender Systems: A Multi-Objective Framework

Simulating Human Memory with Language Models

Can LLMs Think Like Consumers? Benchmarking Crowd-Level Reaction Reconstruction with ConsumerSimBench

The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies

Receipt and verification

First computed	2026-07-07T02:18:23.578914Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c30d140a34824bae3201af478ceaa6cc0bddc43daa841c94701b6007105a437a

Aliases

arxiv: 2501.08579 · arxiv_version: 2501.08579v3 · doi: 10.48550/arxiv.2501.08579 · pith_short_12: YMGRICRUQJF2 · pith_short_16: YMGRICRUQJF24MQB · pith_short_8: YMGRICRU

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/YMGRICRUQJF24MQBV5DYZ2VGZQ \
  | 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: c30d140a34824bae3201af478ceaa6cc0bddc43daa841c94701b6007105a437a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b14f07a59f8a94efa29e2e7534f293ff8472cbf75a710e1bd04e639becfa02a4",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-01-15T04:59:49Z",
    "title_canon_sha256": "107c5e0cdeed8a640f9d253ebacc1b506a1973d7743c1ad2b5917f6d254c197c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.08579",
    "kind": "arxiv",
    "version": 3
  }
}