Pith. sign in
Pith Number

pith:WTOFGQI6

pith:2025:WTOFGQI62VKTTDAZMUHCOFLNCY
not attested not anchored not stored refs pending

Automated scoring of the Ambiguous Intentions Hostility Questionnaire using fine-tuned large language models

D. Combs, D. Neumann, Y. C. Leong, Y. Lyu

arxiv:2508.10007 v1 · 2025-08-05 · cs.CL · stat.ME

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{WTOFGQI62VKTTDAZMUHCOFLNCY}

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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 2026-07-05T11:53:29.024552Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

b4dc53411ed555398c19650e27156d1607a1618e716168560087444981b32858

Aliases

arxiv: 2508.10007 · arxiv_version: 2508.10007v1 · doi: 10.48550/arxiv.2508.10007 · pith_short_12: WTOFGQI62VKT · pith_short_16: WTOFGQI62VKTTDAZ · pith_short_8: WTOFGQI6
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/WTOFGQI62VKTTDAZMUHCOFLNCY \
  | 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: b4dc53411ed555398c19650e27156d1607a1618e716168560087444981b32858
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "4a8ae08c8f3582076d23916c34d76e4ad796027b5a4064670b6fd4b6087f6d02",
    "cross_cats_sorted": [
      "stat.ME"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-08-05T21:58:11Z",
    "title_canon_sha256": "6501d870ed375e0b7a4be8923294e74338f45cfdecd7d18e421df75e915b73be"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.10007",
    "kind": "arxiv",
    "version": 1
  }
}