| --- |
| 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 |
| |
