datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
dbpedia-labels-en
DBpedia English Labels
Dataset Description
Entity labels from DBpedia (English)
Original Source: https://downloads.dbpedia.org/repo/dbpedia/generic/labels/2022.12.01/labels_lang=en.ttl.bz2
Dataset Summary
This dataset contains RDF triples from DBpedia English Labels converted to HuggingFace dataset format
for easy use in machine learning pipelines.
Format: Originally turtle, converted to HuggingFace Dataset
Size: 1.0 GB (extracted)
Entities: ~9.5M
Triples:… See the full description on the dataset page: https://huggingface.co/datasets/CleverThis/dbpedia-labels-en.task633_dbpedia_14_answer_generation
Dataset Card for Natural Instructions (https://github.com/allenai/natural-instructions) Task: task633_dbpedia_14_answer_generation
Additional Information
Citation Information
The following paper introduces the corpus in detail. If you use the corpus in published work, please cite it:
@misc{wang2022supernaturalinstructionsgeneralizationdeclarativeinstructions,
title={Super-NaturalInstructions: Generalization via Declarative Instructions on 1600+ NLP Tasks}… See the full description on the dataset page: https://huggingface.co/datasets/Lots-of-LoRAs/task633_dbpedia_14_answer_generation.dbpedia-biomedical
DBpedia Categories
Dataset Description
Category relationships from DBpedia (English)
Original Source: https://downloads.dbpedia.org/repo/dbpedia/generic/categories/2022.12.01/categories_lang=en_articles.ttl.bz2
Dataset Summary
This dataset contains RDF triples from DBpedia Categories converted to HuggingFace dataset format
for easy use in machine learning pipelines.
Format: Originally turtle, converted to HuggingFace Dataset
Size: 3.0 GB (extracted)
Entities:… See the full description on the dataset page: https://huggingface.co/datasets/CleverThis/dbpedia-biomedical.task630_dbpedia_14_classification
Dataset Card for Natural Instructions (https://github.com/allenai/natural-instructions) Task: task630_dbpedia_14_classification
Additional Information
Citation Information
The following paper introduces the corpus in detail. If you use the corpus in published work, please cite it:
@misc{wang2022supernaturalinstructionsgeneralizationdeclarativeinstructions,
title={Super-NaturalInstructions: Generalization via Declarative Instructions on 1600+ NLP Tasks}… See the full description on the dataset page: https://huggingface.co/datasets/Lots-of-LoRAs/task630_dbpedia_14_classification.task632_dbpedia_14_classification
Dataset Card for Natural Instructions (https://github.com/allenai/natural-instructions) Task: task632_dbpedia_14_classification
Additional Information
Citation Information
The following paper introduces the corpus in detail. If you use the corpus in published work, please cite it:
@misc{wang2022supernaturalinstructionsgeneralizationdeclarativeinstructions,
title={Super-NaturalInstructions: Generalization via Declarative Instructions on 1600+ NLP Tasks}… See the full description on the dataset page: https://huggingface.co/datasets/Lots-of-LoRAs/task632_dbpedia_14_classification.task629_dbpedia_14_classification
Dataset Card for Natural Instructions (https://github.com/allenai/natural-instructions) Task: task629_dbpedia_14_classification
Additional Information
Citation Information
The following paper introduces the corpus in detail. If you use the corpus in published work, please cite it:
@misc{wang2022supernaturalinstructionsgeneralizationdeclarativeinstructions,
title={Super-NaturalInstructions: Generalization via Declarative Instructions on 1600+ NLP Tasks}… See the full description on the dataset page: https://huggingface.co/datasets/Lots-of-LoRAs/task629_dbpedia_14_classification.dbpedia-core-en
DBpedia Core (English)
Dataset Description
Core facts from Wikipedia (English)
Original Source: https://downloads.dbpedia.org/repo/dbpedia/mappings/mappingbased-objects/2022.12.01/mappingbased-objects_lang=en.ttl.bz2
Dataset Summary
This dataset contains RDF triples from DBpedia Core (English) converted to HuggingFace dataset format
for easy use in machine learning pipelines.
Format: Originally turtle, converted to HuggingFace Dataset
Size: 1.8 GB (extracted)… See the full description on the dataset page: https://huggingface.co/datasets/CleverThis/dbpedia-core-en.dbpedia-ontology
DBpedia Ontology
Dataset Description
DBpedia ontology classes and properties
Original Source: https://downloads.dbpedia.org/repo/dbpedia/mappings/instance-types/2022.12.01/instance-types_lang=en_transitive.ttl.bz2
Dataset Summary
This dataset contains RDF triples from DBpedia Ontology converted to HuggingFace
dataset format for easy use in machine learning pipelines.
Format: Originally turtle, converted to HuggingFace Dataset
Size: 0.8 GB (extracted)
Entities:… See the full description on the dataset page: https://huggingface.co/datasets/CleverThis/dbpedia-ontology.dbpedia-label-en-testing
DBpedia English Labels
Dataset Description
Entity labels from DBpedia (English)
Original Source: https://downloads.dbpedia.org/repo/dbpedia/generic/labels/2022.12.01/labels_lang=en.ttl.bz2
Dataset Summary
This dataset contains RDF triples from DBpedia English Labels converted to
HuggingFace dataset format for easy use in machine learning pipelines.
Format: Originally turtle, converted to HuggingFace
Dataset
Size: 1.0 GB (extracted)
Entities: ~9.5M
Triples:… See the full description on the dataset page: https://huggingface.co/datasets/vipinpalhugging/dbpedia-label-en-testing.dbpedia-hindi-cot-training-data
DBpedia Hindi — Chain-of-Thought Training Data (Not Used in Final Training)
39,621 Hindi relational-triple-extraction examples in Chain-of-Thought (CoT) trace format, generated for the DBpedia Hindi Chapter (Google Summer of Code 2026), published for completeness alongside the Optimal-trace training set actually used to train the released models.
Important — Not Used In The Final Model
This is the exact same underlying data as the Optimal-trace training set… See the full description on the dataset page: https://huggingface.co/datasets/Nitin1211/dbpedia-hindi-cot-training-data.dbpedia-hindi-training-data
DBpedia Hindi — Training Data (Relational Triple Extraction)
39,621 Hindi sentence → subject-relation-object triple examples, used to fine-tune Gemma 3 4B for the DBpedia Hindi Chapter (Google Summer of Code 2026).
Format
Chat-format JSONL, one example per line:
{
"phase": "phase1",
"messages": [
{"role": "system", "content": "Extract all subject-relation-object triplets..."},
{"role": "user", "content": "<Hindi sentence>"},
{"role": "assistant"… See the full description on the dataset page: https://huggingface.co/datasets/Nitin1211/dbpedia-hindi-training-data.dbpedia-hindi-noisy-training-data
DBpedia Hindi — Noisy Synthetic Training Data
15,581 Hindi sentence → triple examples with deliberately realistic noise, generated to support curriculum-style training for the DBpedia Hindi Chapter (Google Summer of Code 2026).
Rationale
Seeded from flawed (lower-scoring) examples from the original synthetic dataset, so the generated "noise" reflects genuine semantic mistakes (span boundaries, argument reversal, missing negation) rather than a weak model's… See the full description on the dataset page: https://huggingface.co/datasets/Nitin1211/dbpedia-hindi-noisy-training-data.dbpedia-label-en-testing-v1
DBpedia English Labels
Dataset Description
Entity labels from DBpedia (English)
Original Source: https://downloads.dbpedia.org/repo/dbpedia/generic/labels/2022.12.01/labels_lang=en.ttl.bz2
Dataset Summary
This dataset contains RDF triples from DBpedia English Labels converted to
HuggingFace dataset format for easy use in machine learning pipelines.
Format: Originally turtle, converted to HuggingFace
Dataset
Size: 1.0 GB (extracted)
Entities: ~9.5M
Triples:… See the full description on the dataset page: https://huggingface.co/datasets/vipinpalhugging/dbpedia-label-en-testing-v1.task631_dbpedia_14_incorrect_answer_generation
Dataset Card for Natural Instructions (https://github.com/allenai/natural-instructions) Task: task631_dbpedia_14_incorrect_answer_generation
Additional Information
Citation Information
The following paper introduces the corpus in detail. If you use the corpus in published work, please cite it:
@misc{wang2022supernaturalinstructionsgeneralizationdeclarativeinstructions,
title={Super-NaturalInstructions: Generalization via Declarative Instructions on 1600+… See the full description on the dataset page: https://huggingface.co/datasets/Lots-of-LoRAs/task631_dbpedia_14_incorrect_answer_generation.dbpedia-hindi-validation-data
DBpedia Hindi — Validation Data (Relational Triple Extraction)
3,634 real Hindi Wikipedia sentences, held out during training, used to evaluate the fine-tuned Gemma 3 4B model for the DBpedia Hindi Chapter (Google Summer of Code 2026).
Format
Same chat-format JSONL as the training dataset — messages (system/user/assistant), plus score, source, trace_type fields.
Composition
Real Hindi Wikipedia sentences only (not synthetic), each scored ≥9/10 by an… See the full description on the dataset page: https://huggingface.co/datasets/Nitin1211/dbpedia-hindi-validation-data.promptagator-dbpedia-sft
Promptagator DBPedia SFT
SFT dataset generated from harisarang/promptagator-dbpedia using harisarang/tyrec-retrieval-gemma-4-31B-it through a vLLM OpenAI-compatible endpoint.
Columns match harisarang/msmarco-multi-turn-sft:
text: original Promptagator query
query: generated <output>...</output> ranked bare-token rewrite
top_5_snippets: empty string
update_query: empty string
This upload contains the existing completed successful generations from the run: 22245 rows in the… See the full description on the dataset page: https://huggingface.co/datasets/harisarang/promptagator-dbpedia-sft.
