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license: cc-by-4.0
language:
- de
tags:
- embeddings
- curriculum
- education
- german
- sentence-transformers
---
# German Curriculum Concept Embeddings
Sentence embeddings for three focus concepts from the German school curriculum analysis project.
**Model:** `paraphrase-multilingual-mpnet-base-v2`
**Generated:** 2026-05-10T09:50:17
## Structure
```
concept/
embeddings.npy # float32 (N, 768) L2-normalised
metadata.parquet # one row per excerpt, all CSV columns
metadata_preview.json # schema + first 5 rows
```
## Concepts
### `mensch` — 4,852 excerpts · dim=768
### `verhalten` — 1,155 excerpts · dim=768
### `evolution` — 1,085 excerpts · dim=768
## Usage
```python
import numpy as np
import pandas as pd
from huggingface_hub import hf_hub_download
concept = 'evolution'
emb_path = hf_hub_download(
repo_id="deirdosh/curriculum_embeddings",
repo_type="dataset",
filename=f"{concept}/embeddings.npy")
meta_path = hf_hub_download(
repo_id="deirdosh/curriculum_embeddings",
repo_type="dataset",
filename=f"{concept}/metadata.parquet")
embs = np.load(emb_path) # (N, 768)
meta = pd.read_parquet(meta_path) # N rows
```
## Source
Generated by the [Concept Atlas Space](https://huggingface.co/spaces/deirdosh/curriculum_analysis_german). |