|
|
--- |
|
|
pretty_name: J |
|
|
dataset_info: |
|
|
- config_name: Github_easy |
|
|
features: |
|
|
- name: json_schema |
|
|
dtype: string |
|
|
- name: unique_id |
|
|
dtype: string |
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|
splits: |
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|
- name: train |
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|
num_bytes: 1191732.6278950076 |
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|
num_examples: 1169 |
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|
- name: val |
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|
num_bytes: 194714.22748327328 |
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|
num_examples: 191 |
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|
- name: test |
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|
num_bytes: 594337.144621719 |
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|
num_examples: 583 |
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|
download_size: 552088 |
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|
dataset_size: 1980784.0 |
|
|
- config_name: Github_medium |
|
|
features: |
|
|
- name: json_schema |
|
|
dtype: string |
|
|
- name: unique_id |
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|
dtype: string |
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|
splits: |
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|
- name: train |
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|
num_bytes: 4810334.171052632 |
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|
num_examples: 1189 |
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|
- name: val |
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|
num_bytes: 784865.2894736842 |
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|
num_examples: 194 |
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|
- name: test |
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|
num_bytes: 2399098.539473684 |
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|
num_examples: 593 |
|
|
download_size: 1659118 |
|
|
dataset_size: 7994298.0 |
|
|
- config_name: Github_trivial |
|
|
features: |
|
|
- name: json_schema |
|
|
dtype: string |
|
|
- name: unique_id |
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|
dtype: string |
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|
splits: |
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|
- name: train |
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|
num_bytes: 467333.24324324325 |
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|
num_examples: 266 |
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|
- name: val |
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|
num_bytes: 77303.24324324324 |
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num_examples: 44 |
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|
- name: test |
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|
num_bytes: 235423.51351351352 |
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|
num_examples: 134 |
|
|
download_size: 158044 |
|
|
dataset_size: 780060.0 |
|
|
- config_name: Kubernetes |
|
|
features: |
|
|
- name: json_schema |
|
|
dtype: string |
|
|
- name: unique_id |
|
|
dtype: string |
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|
splits: |
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|
- name: train |
|
|
num_bytes: 15388503.69924812 |
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num_examples: 639 |
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|
- name: val |
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|
num_bytes: 2528627.3684210526 |
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|
num_examples: 105 |
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|
- name: test |
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|
num_bytes: 7706292.932330827 |
|
|
num_examples: 320 |
|
|
download_size: 6819424 |
|
|
dataset_size: 25623424.0 |
|
|
- config_name: Snowplow |
|
|
features: |
|
|
- name: json_schema |
|
|
dtype: string |
|
|
- name: unique_id |
|
|
dtype: string |
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|
splits: |
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|
- name: train |
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|
num_bytes: 969083.2952853598 |
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|
num_examples: 242 |
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|
- name: val |
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|
num_bytes: 160179.0570719603 |
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|
num_examples: 40 |
|
|
- name: test |
|
|
num_bytes: 484541.6476426799 |
|
|
num_examples: 121 |
|
|
download_size: 298277 |
|
|
dataset_size: 1613804.0 |
|
|
- config_name: WashingtonPost |
|
|
features: |
|
|
- name: json_schema |
|
|
dtype: string |
|
|
- name: unique_id |
|
|
dtype: string |
|
|
splits: |
|
|
- name: train |
|
|
num_bytes: 1604526.016 |
|
|
num_examples: 74 |
|
|
- name: val |
|
|
num_bytes: 281876.192 |
|
|
num_examples: 13 |
|
|
- name: test |
|
|
num_bytes: 823945.792 |
|
|
num_examples: 38 |
|
|
download_size: 565170 |
|
|
dataset_size: 2710348.0 |
|
|
- config_name: default |
|
|
features: |
|
|
- name: json_schema |
|
|
dtype: string |
|
|
- name: unique_id |
|
|
dtype: string |
|
|
splits: |
|
|
- name: WashingtonPost |
|
|
num_bytes: 2710348 |
|
|
num_examples: 125 |
|
|
- name: Snowplow |
|
|
num_bytes: 1613804 |
|
|
num_examples: 403 |
|
|
- name: Kubernetes |
|
|
num_bytes: 25623424 |
|
|
num_examples: 1064 |
|
|
- name: Github_trivial |
|
|
num_bytes: 780060 |
|
|
num_examples: 444 |
|
|
- name: Github_easy |
|
|
num_bytes: 1980784 |
|
|
num_examples: 1943 |
|
|
- name: Github_medium |
|
|
num_bytes: 7994298 |
|
|
num_examples: 1976 |
|
|
- name: Github_hard |
|
|
num_bytes: 20240875 |
|
|
num_examples: 1240 |
|
|
- name: Github_ultra |
|
|
num_bytes: 12235981 |
|
|
num_examples: 164 |
|
|
- name: JsonSchemaStore |
|
|
num_bytes: 22195651 |
|
|
num_examples: 492 |
|
|
- name: Glaiveai2K |
|
|
num_bytes: 1440707 |
|
|
num_examples: 1707 |
|
|
download_size: 19019152 |
|
|
dataset_size: 96815932 |
|
|
configs: |
|
|
- config_name: Github_easy |
|
|
data_files: |
|
|
- split: train |
|
|
path: Github_easy/train-* |
|
|
- split: val |
|
|
path: Github_easy/val-* |
|
|
- split: test |
|
|
path: Github_easy/test-* |
|
|
- config_name: Github_medium |
|
|
data_files: |
|
|
- split: train |
|
|
path: Github_medium/train-* |
|
|
- split: val |
|
|
path: Github_medium/val-* |
|
|
- split: test |
|
|
path: Github_medium/test-* |
|
|
- config_name: Github_trivial |
|
|
data_files: |
|
|
- split: train |
|
|
path: Github_trivial/train-* |
|
|
- split: val |
|
|
path: Github_trivial/val-* |
|
|
- split: test |
|
|
path: Github_trivial/test-* |
|
|
- config_name: Kubernetes |
|
|
data_files: |
|
|
- split: train |
|
|
path: Kubernetes/train-* |
|
|
- split: val |
|
|
path: Kubernetes/val-* |
|
|
- split: test |
|
|
path: Kubernetes/test-* |
|
|
- config_name: Snowplow |
|
|
data_files: |
|
|
- split: train |
|
|
path: Snowplow/train-* |
|
|
- split: val |
|
|
path: Snowplow/val-* |
|
|
- split: test |
|
|
path: Snowplow/test-* |
|
|
- config_name: WashingtonPost |
|
|
data_files: |
|
|
- split: train |
|
|
path: WashingtonPost/train-* |
|
|
- split: val |
|
|
path: WashingtonPost/val-* |
|
|
- split: test |
|
|
path: WashingtonPost/test-* |
|
|
- config_name: default |
|
|
data_files: |
|
|
- split: WashingtonPost |
|
|
path: data/WashingtonPost-* |
|
|
- split: Snowplow |
|
|
path: data/Snowplow-* |
|
|
- split: Kubernetes |
|
|
path: data/Kubernetes-* |
|
|
- split: Github_trivial |
|
|
path: data/Github_trivial-* |
|
|
- split: Github_easy |
|
|
path: data/Github_easy-* |
|
|
- split: Github_medium |
|
|
path: data/Github_medium-* |
|
|
- split: Github_hard |
|
|
path: data/Github_hard-* |
|
|
- split: Github_ultra |
|
|
path: data/Github_ultra-* |
|
|
- split: JsonSchemaStore |
|
|
path: data/JsonSchemaStore-* |
|
|
- split: Glaiveai2K |
|
|
path: data/Glaiveai2K-* |
|
|
license: mit |
|
|
task_categories: |
|
|
- text-generation |
|
|
--- |
|
|
|
|
|
# JSONSchemaBench |
|
|
|
|
|
[](https://arxiv.org/abs/2501.10868) |
|
|
[](https://github.com/guidance-ai/jsonschemabench) |
|
|
|
|
|
JSONSchemaBench is a benchmark of **real-world JSON schemas** designed to evaluate **structured output generation** for Large Language Models (LLMs). It contains approximately **10,000 JSON schemas**, capturing diverse constraints and complexities. |
|
|
|
|
|
## 📌 Dataset Overview |
|
|
- **Purpose:** Evaluate the **efficiency** and **coverage** of structured output generation. |
|
|
- **Sources:** GitHub, Kubernetes, API specifications, curated collections. |
|
|
- **Schemas:** Categorized based on complexity and domain. |
|
|
|
|
|
### 📊 Dataset Breakdown |
|
|
| Dataset | Category | Count | |
|
|
| --------------- | ------------------- | ----- | |
|
|
| GlaiveAI-2K | Function Call | 1707 | |
|
|
| Github-Trivial | Misc | 444 | |
|
|
| Github-Easy | Misc | 1943 | |
|
|
| Snowplow | Operational API | 403 | |
|
|
| Github-Medium | Misc | 1976 | |
|
|
| Kubernetes | Kubernetes API | 1064 | |
|
|
| Washington Post | Resource Access API | 125 | |
|
|
| Github-Hard | Misc | 1240 | |
|
|
| JSONSchemaStore | Misc | 492 | |
|
|
| Github-Ultra | Misc | 164 | |
|
|
| **Total** | | 9558 | |
|
|
|
|
|
## 📥 Loading the Dataset |
|
|
|
|
|
```python |
|
|
from datasets import load_dataset |
|
|
|
|
|
dataset = load_dataset("epfl-dlab/JSONSchemaBench") |
|
|
print(dataset) |
|
|
``` |
|
|
|
|
|
## 🔍 Data Structure |
|
|
Each dataset split contains: |
|
|
- `"json_schema"`: The schema definition. |
|
|
- `"unique_id"`: A unique identifier for the schema. |
|
|
|
|
|
|
|
|
🚀 **For more details, check out the [paper](https://arxiv.org/abs/2501.10868).** |
|
|
|
|
|
## 📚 Citation |
|
|
```bibtex |
|
|
@misc{geng2025jsonschemabench, |
|
|
title={Generating Structured Outputs from Language Models: Benchmark and Studies}, |
|
|
author={Saibo Geng et al.}, |
|
|
year={2025}, |
|
|
eprint={2501.10868}, |
|
|
archivePrefix={arXiv}, |
|
|
primaryClass={cs.CL}, |
|
|
url={https://arxiv.org/abs/2501.10868} |
|
|
} |
|
|
``` |
|
|
|
|
|
|
|
|
## License |
|
|
|
|
|
This dataset is provided under the [MIT License](https://opensource.org/licenses/MIT). Please ensure that you comply with the license terms when using or distributing this dataset. |
|
|
|
|
|
## Acknowledgements |
|
|
|
|
|
We would like to thank the contributors and maintainers of the JSON schema projects and the open-source community for their invaluable work and support. |
