concept stringclasses 3
values | n_texts int64 1.09k 4.85k | embedding_dim int64 768 768 | model stringclasses 1
value | created_at timestamp[s]date 2026-05-10 09:45:13 2026-05-10 09:50:09 | columns listlengths 11 11 | preview_rows listlengths 5 5 |
|---|---|---|---|---|---|---|
evolution | 1,085 | 768 | paraphrase-multilingual-mpnet-base-v2 | 2026-05-10T09:50:09 | [
"search_term",
"match_term",
"text_excerpt",
"excerpt_length",
"file",
"state",
"school_type",
"grade",
"year",
"subject",
"search_term_lower"
] | [
{
"search_term": "Evolution",
"match_term": "Evolution",
"text_excerpt": "Gottesvorstellungen in polytheistischen und monotheistischen Religionen heraus. altägyptische, griechische, römische, germanische Gottheiten, Jahwe, Gott, Allah Göttergeschichten z. B. ägyptische, griechische, indische Mythologien... |
mensch | 4,852 | 768 | paraphrase-multilingual-mpnet-base-v2 | 2026-05-10T09:45:13 | [
"search_term",
"match_term",
"text_excerpt",
"excerpt_length",
"file",
"state",
"school_type",
"grade",
"year",
"subject",
"search_term_lower"
] | [
{
"search_term": "Mensch",
"match_term": "Mensch",
"text_excerpt": "der Umsetzung eines toleranten und respektvollen Umgangs miteinander, beurteilen Herausforderungen des Zusammenlebens in einer komplexen und globalen Welt mit vielfältigen kulturellen Ausprägungen und Werten. Inhaltsfeld : Verantwortung... |
verhalten | 1,155 | 768 | paraphrase-multilingual-mpnet-base-v2 | 2026-05-10T09:47:44 | [
"search_term",
"match_term",
"text_excerpt",
"excerpt_length",
"file",
"state",
"school_type",
"grade",
"year",
"subject",
"search_term_lower"
] | [
{
"search_term": "Verhalten",
"match_term": "Verhalten",
"text_excerpt": "- Gerechtigkeit Sachkompetenz Die Schülerinnen und Schüler erläutern die Bedeutsamkeit von Gerechtigkeit für soziales Leben, formulieren Regeln für ein gerechtes Miteinander, erläutern unterschiedliche Prinzipien von Gerechtigkeit... |
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.
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