Paper Citation Record · LEDGER

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

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 12 inbound Pith citation observations for arXiv:2503.16974.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2503.16974 v4

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 12 of 12 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 12 of 12 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:33:39.064313Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-07-02T01:56:27.114999Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation afce4c83-1dbc-448d-82ba-b27682fe53ec · inbound

EasyMath: A 0-shot Math Benchmark for SLMs cites this paper.

EasyMath: A 0-shot Math Benchmark for SLMs Assessing Consistency and Reproducibility in the Outputs of Large Language Models: Evidence Across Diverse Finance and Accounting Tasks

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T15:33:39.064313Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eda8e380-146e-4921-ac4f-6308acb1848a · inbound

The Unreasonable Effectiveness of Entropy Minimization in LLM Reasoning cites this paper.

The Unreasonable Effectiveness of Entropy Minimization in LLM Reasoning Assessing Consistency and Reproducibility in the Outputs of Large Language Models: Evidence Across Diverse Finance and Accounting Tasks

Reference 86

Resolution: verified exact; arxiv_id, observed 2026-05-18T15:58:33.525577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d42194f6-6da4-4a9b-bc1d-a72b0c8f9db0 · inbound

Towards Temporal Knowledge-Base Creation for Fine-Grained Opinion Analysis with Language Models cites this paper.

Towards Temporal Knowledge-Base Creation for Fine-Grained Opinion Analysis with Language Models Assessing Consistency and Reproducibility in the Outputs of Large Language Models: Evidence Across Diverse Finance and Accounting Tasks

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:47.834129Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13d0e133-3bb0-4eb9-8de0-dcf7bb612298 · inbound

Large Language Models as Automatic Annotators and Annotation Adjudicators for Fine-Grained Opinion Analysis cites this paper.

Large Language Models as Automatic Annotators and Annotation Adjudicators for Fine-Grained Opinion Analysis Assessing Consistency and Reproducibility in the Outputs of Large Language Models: Evidence Across Diverse Finance and Accounting Tasks

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-03T08:30:49.119437Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7525b13b-a51e-4a14-9485-0428f05dc043 · inbound

Large Language Models as Automatic Annotators and Annotation Adjudicators for Fine-Grained Opinion Analysis cites this paper.

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-04T06:19:09.680553Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58b21271-5c75-4a4a-8ea2-59011ee69658 · inbound

Towards a Science of AI Agent Reliability cites this paper.

Towards a Science of AI Agent Reliability Assessing Consistency and Reproducibility in the Outputs of Large Language Models: Evidence Across Diverse Finance and Accounting Tasks

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-02T22:32:02.023467Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5bf674ad-7849-4264-a9ca-469bcab8a4e1 · inbound

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

Dataset-Level Metrics Attenuate Non-Determinism: A Fine-Grained Non-Determinism Evaluation in Diffusion Language Models Assessing Consistency and Reproducibility in the Outputs of Large Language Models: Evidence Across Diverse Finance and Accounting Tasks

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-05-10T13:35:26.402158Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6b05796b-0d86-42d7-8102-e322530cb9f5 · inbound

DF3DV-1K: A Large-Scale Dataset and Benchmark for Distractor-Free Novel View Synthesis cites this paper.

DF3DV-1K: A Large-Scale Dataset and Benchmark for Distractor-Free Novel View Synthesis Assessing Consistency and Reproducibility in the Outputs of Large Language Models: Evidence Across Diverse Finance and Accounting Tasks

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-12T20:50:53.567415Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d4a2621-690f-4808-ae15-0689c3f5d5c0 · inbound

From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems cites this paper.

From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems Assessing Consistency and Reproducibility in the Outputs of Large Language Models: Evidence Across Diverse Finance and Accounting Tasks

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-07-01T14:05:45.811279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6a8b0efe-dbe4-48e5-94be-133175b7d75a · inbound

Shapley in Context: Explaining Financial Language with Domain Expertise cites this paper.

Shapley in Context: Explaining Financial Language with Domain Expertise Assessing Consistency and Reproducibility in the Outputs of Large Language Models: Evidence Across Diverse Finance and Accounting Tasks

Reference 284

Resolution: verified exact; arxiv_id, observed 2026-07-02T01:56:27.118015Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d781a69a-bd23-4d97-b24f-630a92ca4bd9 · inbound

DFAH-Bench: Benchmarking Observable Agent Instability in Financial Decision-Making cites this paper.

DFAH-Bench: Benchmarking Observable Agent Instability in Financial Decision-Making Assessing Consistency and Reproducibility in the Outputs of Large Language Models: Evidence Across Diverse Finance and Accounting Tasks

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-02T11:50:21.831933Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0e011b8-26aa-419b-9208-9ca2b9a07db7 · inbound

Measuring and Improving Behavioral Consistency in Large Language Models through Fact-Heuristic-Emotion State Enforcement cites this paper.

Measuring and Improving Behavioral Consistency in Large Language Models through Fact-Heuristic-Emotion State Enforcement Assessing Consistency and Reproducibility in the Outputs of Large Language Models: Evidence Across Diverse Finance and Accounting Tasks

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-02T12:15:36.327966Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.