Set initial dataset card

README.md

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----
-license: mit
----
+---
+license: mit
+task_categories:
+- sentence-similarity
+language:
+- de
+tags:
+- education
+- competencies
+- skills
+- course descriptions
+- information retrieval
+- language models
+pretty_name: German Course Competency Alignment
+size_categories:
+- 1K<n<10K
+---
+
+# German Course Competency Alignment
+
+## Description
+The "German Course Competency Alignment" dataset consists of triplets incorporating German course descriptions, positive competency labels, and negative competency labels. Its primary purpose is to train language models for information retrieval tasks, specifically to annotate courses with standardized competencies based on learning outcomes. This dataset leverages various competency frameworks and sources to provide a wide range of training data, benefiting applications in educational technology and course alignment.
+
+## Competency Frameworks
+
+### ESCO
+ESCO (European Skills, Competences, Qualifications and Occupations) is the European multilingual classification of skills, competences, qualifications, and occupations. It acts as a dictionary that describes, identifies, and classifies professional occupations and skills pertinent to the EU labor market, education, and training sectors.
+
+More information can be found on the ESCO page: [ESCO](https://esco.ec.europa.eu/en)
+
+### GRETA Competency Model
+The GRETA Competency Model is a reference model for professional teaching competencies in adult education and continuing education. Developed with input from practitioners and researchers, it serves as the foundational basis for recognizing the competencies of educators.
+
+The GRETA model is a universal reference model for further education, encompassing all kinds of continuing education teachers, trainers, lecturers, course leaders, learning guides, tutors, group facilitators, or coaches.
+
+More information can be found on the GRETA project page: [GRETA-Kompetenzmodell](https://www.greta-die.de/webpages/projektergebnisse/greta-kompetenzmodell)
+
+## Dataset Overview
+
+### ESCO Datasets
+
+#### ESCO Skill Relations
+- Mapping of ESCO skill descriptions to ESCO skill titles.
+- Mapping alternative ESCO titles to ESCO skills.
+- Mapping related ESCO skills, such as prerequisite skills or narrower skills.
+- Mapping of occupational titles to essential ESCO skills.
+- Contains only positive labels.
+- **Source**:
+  - Extracted from ESCO API, 05.07.2024
+
+#### Mapping GRETA-ESCO
+- Mapping GRETA facet definitions (queries) to ESCO competencies (positive labels).
+- Contains only positive labels.
+- **Source**:
+  - DIE, 21.12.2023
+
+#### MyEduLife ESCO für Qualifikationen
+- Mapping learning outcomes of vocational qualifications to ESCO competencies.
+- Contains only positive labels.
+- **Source**:
+  - MyEduLife, 13.05.2024
+
+#### Validierte Annotierte WISY Kurse V1
+- Based on courses from the SH course portal, validated editorially.
+  - Mapping of course titles and descriptions to ESCO competencies.
+  - Mapping learning outcomes to ESCO competencies.
+  - Mapping AI-generated learning outcomes to ESCO competencies.
+- **Source**:
+  - Kursportal SH, 21.11.2023
+
+#### Validierte Annotierte WISY Kurse V2
+- Editorially validated course descriptions from WISY portals, annotated with ESCO competencies.
+- Includes both positive and negative labels.
+- Additional entries where course descriptions are replaced with learning outcomes extracted via LLMs, manually curated for quality.
+- **Source**:
+  - sh-kurportal.de & bildungsportal-hessen.de, 04.07.2024
+
+### GRETA Datasets
+
+#### GRETA v2 - Anforderungen und Facetten
+- Mapping of competency requirements to competency facets within the GRETA competency model.
+- Contains only positive labels.
+- **Source**:
+  - DIE, 21.12.2023
+
+#### GRETA_WBS
+- Mapping WBS courses to GRETA facets.
+- Contains only positive labels.
+- **Sources**:
+  - WBS, 07.05.2024
+
+#### GRETA_EULE
+- Mapping EULE course descriptions to GRETA facets.
+- Contains only positive labels.
+- **Source**:
+  - DIE, 07.05.2024
+
+#### GRETA Annotierte Validierte Kurse
+- Mapping course descriptions to GRETA facets.
+- Contains both positive and negative labels.
+- **Source**:
+  - Experts from the Trainspot Project, 04.07.2024