<?xml version='1.0' encoding='utf-8'?>
<?xml-stylesheet type="text/xsl" href="/v2/static/oai2.xsl"?>
<OAI-PMH xmlns="http://www.openarchives.org/OAI/2.0/" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/ http://www.openarchives.org/OAI/2.0/OAI-PMH.xsd">
  <responseDate>2026-10-09T18:58:47Z</responseDate>
  <request identifier="oai:figshare.com:article/34073595" metadataPrefix="oai_dc" verb="GetRecord">https://api.figshare.com/v2/oai</request>
  <GetRecord>
    <record>
      <header>
        <identifier>oai:figshare.com:article/34073595</identifier>
        <datestamp>2026-10-05T18:12:11Z</datestamp>
        <setSpec>category_28849</setSpec>
        <setSpec>category_28843</setSpec>
        <setSpec>category_25294</setSpec>
        <setSpec>item_type_3</setSpec>
        <setSpec>month_year_10_2026</setSpec>
      </header>
      <metadata>
        <oai_dc:dc xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"  xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xmlns:dc="http://purl.org/dc/elements/1.1/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:title>Data and code for "Equivalent Modulo the Ledger: Document-Grounded Accounting Identities for Verifying Financial Programs"</dc:title>
          <dc:creator>Zehao Li (25144737)</dc:creator>
          <dc:subject>Natural language processing</dc:subject>
          <dc:subject>Knowledge representation and reasoning</dc:subject>
          <dc:subject>Financial accounting</dc:subject>
          <dc:subject>financial question answering</dc:subject>
          <dc:subject>accounting identities</dc:subject>
          <dc:subject>program equivalence</dc:subject>
          <dc:subject>knowledge base</dc:subject>
          <dc:subject>FinQA</dc:subject>
          <dc:subject>TAT-QA</dc:subject>
          <dc:subject>verification</dc:subject>
          <dc:description>&lt;p dir="ltr"&gt;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).&lt;/p&gt;&lt;p dir="ltr"&gt;Contents:&lt;/p&gt;&lt;p dir="ltr"&gt;(1) code/ – the identity miner, the three-outcome equivalence checker, labelling, verifier training and evaluation scripts;&lt;/p&gt;&lt;p dir="ltr"&gt;(2) kb/ – the frozen knowledge base (v3) of accounting identities mined from FinQA and TAT-QA reports;&lt;/p&gt;&lt;p dir="ltr"&gt;(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;&lt;/p&gt;&lt;p dir="ltr"&gt;(4) audit/ – blind audit sheets and the judgments of two annotators (retrospective and preregistered prospective audits), with the sampling design;&lt;/p&gt;&lt;p dir="ltr"&gt;(5) results/ – verifier metrics and the tables reported in the paper.&lt;/p&gt;&lt;p dir="ltr"&gt;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.&lt;/p&gt;</dc:description>
          <dc:date>2026-10-05T18:12:11Z</dc:date>
          <dc:type>Dataset</dc:type>
          <dc:type>Dataset</dc:type>
          <dc:identifier>10.6084/m9.figshare.34073595.v1</dc:identifier>
          <dc:relation>https://figshare.com/articles/dataset/Data_and_code_for_Equivalent_Modulo_the_Ledger_Document-Grounded_Accounting_Identities_for_Verifying_Financial_Programs_/34073595</dc:relation>
          <dc:rights>CC BY 4.0</dc:rights>
        </oai_dc:dc>
      </metadata>
    </record>
  </GetRecord>
</OAI-PMH>
