---
license: cc-by-4.0
task_categories:
- token-classification
tags:
- ner
- dataset-mention
- data-use
size_categories:
- 1K-10K
---

# 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