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
- DOI doi.org/10.6084/m9.figshare.34007277.v1 ↗
DOI / persistent id · from datahub hku hk
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from datahub hku hk
Topics
- From keywords
- Astronomy & Astrophysics · Business information systems · Business information systems · Business information systems · Chemistry · Chemistry · Computer Science & AI · Computer Science & AI · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Economics & Finance · Economics & Finance · Economics & Finance · Engineering · Engineering · Humanities · Humanities · Information systems development methodologies and practice · Information systems development methodologies and practice · Information systems development methodologies and practice · Life Sciences · Life Sciences · Materials Science · Mathematics & Statistics · Medicine & Health · Medicine & Health · Ocean & Atmospheric Science · Psychology & Behavioral Science · Social Science · Social Science
Provenance · 3 source records, 36 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| HKU DataHub | oai:figshare.com:article/34007277 | 5 d ago | JSON v1 |
| figshare | oai:figshare.com:article/34007277 | 4 d ago | JSON v1 |
| Loughborough Research Repository | oai:figshare.com:article/34007277 | 4 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · datahub hku hk | connector:datahub_hku_hk@1.0.0 | |
| concepts[field].anzsrc:field:350303 | mapping · datahub hku hk | vocabulary-mapper@1.0.0 | keywords['Business information systems'] |
| concepts[field].anzsrc:field:350303 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Business information systems'] |
| concepts[field].anzsrc:field:350303 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Business information systems'] |
| concepts[field].anzsrc:field:460905 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Information systems development methodologies and practice'] |
| concepts[field].anzsrc:field:460905 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Information systems development methodologies and practice'] |
| concepts[field].anzsrc:field:460905 | mapping · datahub hku hk | vocabulary-mapper@1.0.0 | keywords['Information systems development methodologies and practice'] |
| concepts[field].local:field:astronomy | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · datahub hku hk | connector:datahub_hku_hk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · datahub hku hk | connector:datahub_hku_hk@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:engineering | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:engineering | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:humanities | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:humanities | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:materials-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:ocean-atmospheric | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:social-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| description | source · datahub hku hk | connector:datahub_hku_hk@1.0.0 | /metadata/dc/description |
| license | source · datahub hku hk | connector:datahub_hku_hk@1.0.0 | /metadata/dc/rights |
| publication_date | source · datahub hku hk | connector:datahub_hku_hk@1.0.0 | |
| title | source · datahub hku hk | connector:datahub_hku_hk@1.0.0 | /metadata/dc/title |