Pith Number

pith:AYCRFTET

pith:2025:AYCRFTETD36FE5F3X2SISUHKFG

not attested not anchored not stored refs pending

Specializing Large Language Models to Simulate Survey Response Distributions for Global Populations

Arnav Arora, Daniel Hershcovich, Haijiang Liu, Isabelle Augenstein, Paul R\"ottger, Yong Cao

arxiv:2502.07068 v2 · 2025-02-10 · 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{AYCRFTETD36FE5F3X2SISUHKFG}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

4 papers in Pith

Two Wrongs, No Right: Auditing Social-Desirability Bias in LLM Annotators for Computational Social Science

Language Model Fine-Tuning on Scaled Survey Data for Predicting Distributions of Public Opinions

Flipping Against All Odds: Reducing LLM Coin Flip Bias via Verbalized Rejection Sampling

Graph-Based Alternatives to LLMs for Human Simulation

Receipt and verification

First computed	2026-07-05T10:17:00.016792Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

060512cc931efc5274bbbea48950ea29a3b03b7704b59796646c33f0883d27a4

Aliases

arxiv: 2502.07068 · arxiv_version: 2502.07068v2 · doi: 10.48550/arxiv.2502.07068 · pith_short_12: AYCRFTETD36F · pith_short_16: AYCRFTETD36FE5F3 · pith_short_8: AYCRFTET

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/AYCRFTETD36FE5F3X2SISUHKFG \
  | 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: 060512cc931efc5274bbbea48950ea29a3b03b7704b59796646c33f0883d27a4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0163c53f73928c1f8465e726430dcf92f4598ed158793f7f1ed66f2580e4bfbd",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-10T21:59:27Z",
    "title_canon_sha256": "0956f775d4c17878b0b97656c0f249ba94151b60821db6508b8722721d8f62a8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.07068",
    "kind": "arxiv",
    "version": 2
  }
}