Pith Number

pith:ENAZONC5

pith:2022:ENAZONC5UQOJXE22GRFPK3MPFE

not attested not anchored not stored refs pending

Out of One, Many: Using Language Models to Simulate Human Samples

Christopher Rytting, David Wingate, Ethan C. Busby, Joshua Gubler, Lisa P. Argyle, Nancy Fulda

arxiv:2209.06899 v1 · 2022-09-14 · cs.LG · cs.CL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ENAZONC5UQOJXE22GRFPK3MPFE}

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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

8 papers in Pith

Characterizing initial human-AI proof formalization workflows

Child-directed speech facilitates production, not comprehension, in BabyLMs

Marginal Alignment Does Not Guarantee Joint-Distribution Fidelity: An Official-Reference Audit of Nemotron-Personas-Korea with Cross-Locale Replication

Human Label Variation as Stable Signal: Learning Annotator-Specific Explanation Behavior via Cross-Annotator Preference Optimization

Guidelines for Empirical Studies in Software Engineering involving Large Language Models

Receipt and verification

First computed	2026-07-05T07:49:54.540503Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

234197345da41c9b935a344af56d8f290d43758c578f13986529b66b30f94f27

Aliases

arxiv: 2209.06899 · arxiv_version: 2209.06899v1 · doi: 10.48550/arxiv.2209.06899 · pith_short_12: ENAZONC5UQOJ · pith_short_16: ENAZONC5UQOJXE22 · pith_short_8: ENAZONC5

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/ENAZONC5UQOJXE22GRFPK3MPFE \
  | 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: 234197345da41c9b935a344af56d8f290d43758c578f13986529b66b30f94f27

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "687115c7fdf75dbd6a31caa754e4e394ed44f26d7e2afb3ebf9def3de9c71727",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-09-14T19:53:32Z",
    "title_canon_sha256": "61be5aeadb005e7bfc9969952e217e6716c174f897787eaad490b5853ca6cbe7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.06899",
    "kind": "arxiv",
    "version": 1
  }
}