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Data · dataset · 2026

Data and code for "Equivalent Modulo the Ledger: Document-Grounded Accounting Identities for Verifying Financial Programs"

Listed in NCL Data

Description

<p dir="ltr">This item contains the code and derived data for the paper "Equivalent Modulo the Ledger: Document-Grounded Accounting Identities for Verifying Financial Programs" (submitted to Knowledge-Based Systems).</p><p dir="ltr">Contents:</p><p dir="ltr">(1) code/ – the identity miner, the three-outcome equivalence checker, labelling, verifier training and evaluation scripts;</p><p dir="ltr">(2) kb/ – the frozen knowledge base (v3) of accounting identities mined from FinQA and TAT-QA reports;</p><p dir="ltr">(3) pools/ – source-bound candidate programs from Qwen3-32B and Llama-3.1-8B (and greedy programs from four further models) with answer, reference and identity labels;</p><p dir="ltr">(4) audit/ – blind audit sheets and the judgments of two annotators (retrospective and preregistered prospective audits), with the sampling design;</p><p dir="ltr">(5) results/ – verifier metrics and the tables reported in the paper.</p><p dir="ltr">The original FinQA and TAT-QA datasets are not redistributed; scripts download them from their official repositories.

See README.md for instructions to reproduce every table.</p>

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Where it is published

Catalogue records · 1

Topics

Inferred from text
Tabular 65%
Provenance · 1 source records, 13 field assertions
SourceKeyLast seenRaw
NCL Dataoai:figshare.com:article/340735954 d agoJSON v1
FieldAssertionExtractorEvidence
access_levelsource · data ncl ac ukconnector:data_ncl_ac_uk@1.0.0
concepts[field].anzsrc:field:350103mapping · data ncl ac ukvocabulary-mapper@1.0.0keywords['Financial accounting']
concepts[field].anzsrc:field:460206mapping · data ncl ac ukvocabulary-mapper@1.0.0keywords['Knowledge representation and reasoning']
concepts[field].anzsrc:field:460208mapping · data ncl ac ukvocabulary-mapper@1.0.0keywords['Natural language processing']
concepts[field].local:field:computer-science-aimapping · data ncl ac ukconnector:data_ncl_ac_uk@1.0.0
concepts[field].local:field:earth-environmentalmapping · data ncl ac ukconnector:data_ncl_ac_uk@1.0.0
concepts[field].local:field:economics-financemapping · data ncl ac ukconnector:data_ncl_ac_uk@1.0.0
concepts[field].local:field:humanitiesmapping · data ncl ac ukconnector:data_ncl_ac_uk@1.0.0
concepts[modality].local:modality:tabularenrichment · data ncl ac ukkeyword-concept-rules@1.0.0title+description (65%)
descriptionsource · data ncl ac ukconnector:data_ncl_ac_uk@1.0.0/metadata/dc/description
licensesource · data ncl ac ukconnector:data_ncl_ac_uk@1.0.0/metadata/dc/rights
publication_datesource · data ncl ac ukconnector:data_ncl_ac_uk@1.0.0
titlesource · data ncl ac ukconnector:data_ncl_ac_uk@1.0.0/metadata/dc/title