Pith Number

pith:RUBQPXMF

pith:2025:RUBQPXMF3RNZ3MQGLQGVPJ7NJ6

not attested not anchored not stored refs pending

Assessing Consistency and Reproducibility in the Outputs of Large Language Models: Evidence Across Diverse Finance and Accounting Tasks

Julian Junyan Wang, Victor Xiaoqi Wang

arxiv:2503.16974 v4 · 2025-03-21 · q-fin.GN · cs.AI · cs.CE · cs.CL · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RUBQPXMF3RNZ3MQGLQGVPJ7NJ6}

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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

4 papers in Pith

Shapley in Context: Explaining Financial Language with Domain Expertise

From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems

The Unreasonable Effectiveness of Entropy Minimization in LLM Reasoning

Dataset-Level Metrics Attenuate Non-Determinism: A Fine-Grained Non-Determinism Evaluation in Diffusion Language Models

Receipt and verification

First computed	2026-07-05T12:11:16.291109Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8d0307dd85dc5b9db2065c0d57a7ed4fbfa7f484b4d24c0d69819bcbb5b11b10

Aliases

arxiv: 2503.16974 · arxiv_version: 2503.16974v4 · doi: 10.48550/arxiv.2503.16974 · pith_short_12: RUBQPXMF3RNZ · pith_short_16: RUBQPXMF3RNZ3MQG · pith_short_8: RUBQPXMF

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/RUBQPXMF3RNZ3MQGLQGVPJ7NJ6 \
  | 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: 8d0307dd85dc5b9db2065c0d57a7ed4fbfa7f484b4d24c0d69819bcbb5b11b10

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6406c0c84391cc607e0961095d91cac7b14d375de0229ce5c34883436f9c8cb6",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CE",
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "q-fin.GN",
    "submitted_at": "2025-03-21T09:43:37Z",
    "title_canon_sha256": "ee3b43a42ecaf41a62a3cb62a340e7cb8b92a7b2fd7ec986cd53fa1f98f29f8f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.16974",
    "kind": "arxiv",
    "version": 4
  }
}