metadata
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
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.