Pith Number

pith:RV7GRFE6

pith:2023:RV7GRFE6NQGQRFM4GIMF5FX3J4

not attested not anchored not stored refs pending

Using Imperfect Surrogates for Downstream Inference: Design-based Supervised Learning for Social Science Applications of Large Language Models

Brandon M. Stewart, Hanying Wei, Musashi Hinck, Naoki Egami

arxiv:2306.04746 v3 · 2023-06-07 · stat.ME · cs.CL · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{RV7GRFE6NQGQRFM4GIMF5FX3J4}

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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

In-Context Learning for the Imputation of Public Opinion Data with Large Language Models

Receipt and verification

First computed	2026-07-05T07:33:15.514301Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8d7e68949e6c0d08959c32185e96fb4f3346af3a3fe05e5cce73fe6e60c16302

Aliases

arxiv: 2306.04746 · arxiv_version: 2306.04746v3 · doi: 10.48550/arxiv.2306.04746 · pith_short_12: RV7GRFE6NQGQ · pith_short_16: RV7GRFE6NQGQRFM4 · pith_short_8: RV7GRFE6

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/RV7GRFE6NQGQRFM4GIMF5FX3J4 \
  | 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: 8d7e68949e6c0d08959c32185e96fb4f3346af3a3fe05e5cce73fe6e60c16302

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ab32b7d5badeaa64fc13e1b4c30f96b2a35da5d6462f5deded153264c1305d78",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ME",
    "submitted_at": "2023-06-07T19:49:41Z",
    "title_canon_sha256": "a74c38b4ce4a13a8c918d69775752bd1e616403d07b1983190f63db76e36c6ef"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.04746",
    "kind": "arxiv",
    "version": 3
  }
}