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Table · dataset · 2026

Research Data for “Beyond Document Retrieval: Bitemporal Regulatory State Reconstruction for LLM-Based Trade Compliance”

Listed in HKU DataHub and figshare and Loughborough Research Repository — shown once because both records carry DOI 10.6084/m9.figshare.34007277.v1

Description

<p dir="ltr">This dataset contains the machine-readable research materials supporting the study “Beyond Document Retrieval: Bitemporal Regulatory State Reconstruction for LLM-Based Trade Compliance.”</p><p dir="ltr">The dataset includes frozen evaluation cases and Gold benchmark targets, E/H/F evidence packages, authenticated prospective model outputs, parsed predictions, analysis data, frozen evaluation protocols, parser and scoring materials, runtime and failure records, and a legal-source manifest.

The evaluation covers U.S. Section 301 tariff classification, EU Carbon Border Adjustment Mechanism (CBAM) regulatory-state classification, and CBAM liability calculation across two model families.</p><p dir="ltr">The three evidence conditions are: E, a flat retrieved-evidence package; H, an integrated structured regulatory-state package combining source lineage, information time, legal-effective time, scope, and domain state; and F, a frozen operative-rule reference package.</p><p dir="ltr">The package is intended to support transparent reproduction of the reported benchmark-internal results, including full-denominator performance, response-production and parseability decomposition, liability exactness measures, and post-hoc sensitivity analyses.

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Known limitations in case sampling and Gold-production provenance are documented explicitly. Official regulatory materials are referenced through source identifiers and official URLs rather than redistributed as author-created data.</p><p dir="ltr">The archived materials are sufficient to reproduce the reported scoring and analysis without rerunning the language-model API calls.</p>

Links

Where it is published

Catalogue records · 1

Topics

Provenance · 3 source records, 36 field assertions
SourceKeyLast seenRaw
HKU DataHuboai:figshare.com:article/340072775 d agoJSON v1
figshareoai:figshare.com:article/340072774 d agoJSON v1
Loughborough Research Repositoryoai:figshare.com:article/340072774 d agoJSON v1
FieldAssertionExtractorEvidence
access_levelsource · datahub hku hkconnector:datahub_hku_hk@1.0.0
concepts[field].anzsrc:field:350303mapping · datahub hku hkvocabulary-mapper@1.0.0keywords['Business information systems']
concepts[field].anzsrc:field:350303mapping · repository lboro ac ukvocabulary-mapper@1.0.0keywords['Business information systems']
concepts[field].anzsrc:field:350303mapping · figshare comvocabulary-mapper@1.0.0keywords['Business information systems']
concepts[field].anzsrc:field:460905mapping · figshare comvocabulary-mapper@1.0.0keywords['Information systems development methodologies and practice']
concepts[field].anzsrc:field:460905mapping · repository lboro ac ukvocabulary-mapper@1.0.0keywords['Information systems development methodologies and practice']
concepts[field].anzsrc:field:460905mapping · datahub hku hkvocabulary-mapper@1.0.0keywords['Information systems development methodologies and practice']
concepts[field].local:field:astronomymapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:chemistrymapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:chemistrymapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:computer-science-aimapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:computer-science-aimapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:earth-environmentalmapping · datahub hku hkconnector:datahub_hku_hk@1.0.0
concepts[field].local:field:earth-environmentalmapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:earth-environmentalmapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:economics-financemapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:economics-financemapping · datahub hku hkconnector:datahub_hku_hk@1.0.0
concepts[field].local:field:economics-financemapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:engineeringmapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:engineeringmapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:humanitiesmapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:humanitiesmapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:life-sciencesmapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:life-sciencesmapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:materials-sciencemapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:mathematics-statisticsmapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:medicine-healthmapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:medicine-healthmapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:ocean-atmosphericmapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:psychology-behavioralmapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:social-sciencemapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:social-sciencemapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
descriptionsource · datahub hku hkconnector:datahub_hku_hk@1.0.0/metadata/dc/description
licensesource · datahub hku hkconnector:datahub_hku_hk@1.0.0/metadata/dc/rights
publication_datesource · datahub hku hkconnector:datahub_hku_hk@1.0.0
titlesource · datahub hku hkconnector:datahub_hku_hk@1.0.0/metadata/dc/title