Pith. sign in
Pith Number

pith:BXFDN5DF

pith:2025:BXFDN5DF6VJDSN42JLBVYN2IGO
not attested not anchored not stored refs pending

Improving Alignment Between Human and Machine Codes: An Empirical Assessment of Prompt Engineering for Construct Identification in Psychology

Brittney Hernandez, Claudia Ventura, Kylie L. Anglin, Stephanie Milan

arxiv:2512.03818 v2 · 2025-12-03 · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{BXFDN5DF6VJDSN42JLBVYN2IGO}

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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.
Receipt and verification
First computed 2026-06-19T16:12:16.796391Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

0dca36f465f55239379a4ac35c374833a05d69ca95b905d45b98fb25931ba955

Aliases

arxiv: 2512.03818 · arxiv_version: 2512.03818v2 · doi: 10.48550/arxiv.2512.03818 · pith_short_12: BXFDN5DF6VJD · pith_short_16: BXFDN5DF6VJDSN42 · pith_short_8: BXFDN5DF
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/BXFDN5DF6VJDSN42JLBVYN2IGO \
  | 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: 0dca36f465f55239379a4ac35c374833a05d69ca95b905d45b98fb25931ba955
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "7cc168a1ac1bc0add7482a7b839f5982dd612297106a66ee157dbd430575a623",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-12-03T14:07:42Z",
    "title_canon_sha256": "e71fda1898d0a40918e43d28c1b0729208be2caddecd6206861392da57bde2e3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.03818",
    "kind": "arxiv",
    "version": 2
  }
}