Pith Number

pith:CR2O7EPG

pith:2024:CR2O7EPGDQTAHJBM73DBBRSJTF

not attested not anchored not stored refs pending

A Survey on Large Language Models for Critical Societal Domains: Finance, Healthcare, and Law

An Yan, Armineh Nourbakhsh, Jing Ma, Julian McAuley, Linda Petzold, Nan Hao, William Yang Wang, Xianjun Yang, Xinlu Zhang, Zhiyu Zoey Chen

arxiv:2405.01769 v2 · 2024-05-02 · cs.CL

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\usepackage{pith}
\pithnumber{CR2O7EPGDQTAHJBM73DBBRSJTF}

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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

11 papers in Pith

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NuclearQAv2: A Structured Benchmark for Evaluating Domain-Science Competence in Large Language Models

Latent Confidence Alignment for LLM Self-Assessment

CLExEval: A Human-in-the-Loop Framework for Qualitative Evaluation of LLM Clinical Reasoning

Receipt and verification

First computed	2026-07-05T09:38:49.094405Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1474ef91e61c2603a42cfec610c649994a01ec03cfd91f887656791399f260d6

Aliases

arxiv: 2405.01769 · arxiv_version: 2405.01769v2 · doi: 10.48550/arxiv.2405.01769 · pith_short_12: CR2O7EPGDQTA · pith_short_16: CR2O7EPGDQTAHJBM · pith_short_8: CR2O7EPG

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/CR2O7EPGDQTAHJBM73DBBRSJTF \
  | 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: 1474ef91e61c2603a42cfec610c649994a01ec03cfd91f887656791399f260d6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e759487818ceffccb0d0a85c5fb140091e15b768cfa2e3d75575602756261cf2",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-05-02T22:43:02Z",
    "title_canon_sha256": "6eeffc4c063a83b34fb2f86ee9157d89cdfbcc367ab9c8837c37674c271c2b18"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.01769",
    "kind": "arxiv",
    "version": 2
  }
}