ai4data/datause-holdout

Dataset Card for Datause Holdout

This dataset contains the canonical, layout-aware evaluation benchmark (holdout_v10) used to test data-use extraction models.

Dataset Summary

The holdout dataset consists of 1,149 prose-only paragraphs extracted from UNHCR and World Bank documents. All tables, page headers, footers, and non-prose elements have been filtered out to evaluate the model's accuracy on natural language text.

Splits

• test (1,149 records): The complete canonical holdout evaluation set.

Schema (GLiNER2 Flat-NER Format)

Each record has two fields:

• input: The raw text paragraph containing potential data mentions.
• output:
  • entities: Dictionaries containing lists of span strings extracted for three categories:
    • named_data: Proper name of a dataset (e.g. National Education Outcomes Registry (NEOR)).
    • descriptive_data: Described data source (e.g. school enrolment and retention indicators).
    • vague_data: General data references (e.g. monitoring data).
  • entity_descriptions: Definitions for the three categories.

Source Document Manifest

The 1,149 records are exhaustively sourced from the following documents:

• General World Bank Project Appraisal Documents (PADs): 425 records
• UNHCR Poland Impact on Economy Report (2024): 192 records
• Gold Mining Spillovers in Ghana (Benshaul-Tolonen 2019): 76 records
• Navigating Health & Well-being of Ukrainian Refugees (2024): 57 records
• UNHCR Chad Regional Population Response Framework: 51 records
• UNHCR Myanmar Durable Solutions Report (2013): 48 records
• World Bank Costa Rica Results in Education (CORE) PAD (P181174): 41 records
• UNHCR Ukraine Socio-Economic Inclusion (SEIS) Brief (2025): 35 records
• World Bank Zambia Agribusiness and Trade Project PAD: 30 records
• World Bank Rwanda Socio-economic Inclusion Project II PAD (P509677): 28 records
• UNHCR Zimbabwe Stateless Shona Community Policy Brief: 27 records
• Helping Hands: Ukrainian Refugee Integration Report: 27 records
• UNHCR Indonesia Protection Brief: 25 records
• UNHCR Venezuela Protection Cluster Report (2023): 24 records
• UNHCR Brazil Cash-Based Interventions Report: 21 records
• UNHCR RBSA Southern Africa Population Data Analysis: 17 records
• World Bank Rwanda Integrated Community Resilience Project PAD (P506969): 14 records
• Socio-Economic Inclusion (SEIS) Regional Analysis: 6 records
• World Bank Moldova Governance e-Transformation Project PAD: 3 records
• UNHCR Morocco Livelihoods & Education Brief: 2 records