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>
Links
Where it is published
- DOI doi.org/10.6084/m9.figshare.34073595.v1 ↗
DOI / persistent id · from data ncl ac uk
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from data ncl ac uk
Topics
- From keywords
- Computer Science & AI · Earth & Environmental Science · Economics & Finance · Financial accounting · Humanities · Knowledge representation and reasoning · Natural language processing
- Inferred from text
- Tabular 65%
Provenance · 1 source records, 13 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| NCL Data | oai:figshare.com:article/34073595 | 4 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · data ncl ac uk | connector:data_ncl_ac_uk@1.0.0 | |
| concepts[field].anzsrc:field:350103 | mapping · data ncl ac uk | vocabulary-mapper@1.0.0 | keywords['Financial accounting'] |
| concepts[field].anzsrc:field:460206 | mapping · data ncl ac uk | vocabulary-mapper@1.0.0 | keywords['Knowledge representation and reasoning'] |
| concepts[field].anzsrc:field:460208 | mapping · data ncl ac uk | vocabulary-mapper@1.0.0 | keywords['Natural language processing'] |
| concepts[field].local:field:computer-science-ai | mapping · data ncl ac uk | connector:data_ncl_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · data ncl ac uk | connector:data_ncl_ac_uk@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · data ncl ac uk | connector:data_ncl_ac_uk@1.0.0 | |
| concepts[field].local:field:humanities | mapping · data ncl ac uk | connector:data_ncl_ac_uk@1.0.0 | |
| concepts[modality].local:modality:tabular | enrichment · data ncl ac uk | keyword-concept-rules@1.0.0 | title+description (65%) |
| description | source · data ncl ac uk | connector:data_ncl_ac_uk@1.0.0 | /metadata/dc/description |
| license | source · data ncl ac uk | connector:data_ncl_ac_uk@1.0.0 | /metadata/dc/rights |
| publication_date | source · data ncl ac uk | connector:data_ncl_ac_uk@1.0.0 | |
| title | source · data ncl ac uk | connector:data_ncl_ac_uk@1.0.0 | /metadata/dc/title |