| --- |
| dataset_info: |
| features: |
| - name: question_id |
| dtype: string |
| - name: question |
| dtype: string |
| - name: left_image |
| dtype: image |
| - name: right_image |
| dtype: image |
| - name: answer |
| dtype: string |
| - name: writer |
| dtype: string |
| - name: synset |
| dtype: string |
| - name: query |
| dtype: string |
| - name: identifier |
| dtype: string |
| - name: extra_validations |
| dtype: string |
| - name: left_url |
| dtype: string |
| - name: right_url |
| dtype: string |
| splits: |
| - name: balanced_dev |
| num_bytes: 488008399.0 |
| num_examples: 2300 |
| - name: balanced_test_public |
| num_bytes: 507142965.656 |
| num_examples: 2316 |
| - name: balanced_test_unseen |
| num_bytes: 409992570.832 |
| num_examples: 2124 |
| - name: unbalanced_dev |
| num_bytes: 762577280.968 |
| num_examples: 3562 |
| - name: unbalanced_test_unseen |
| num_bytes: 804486738.08 |
| num_examples: 3668 |
| - name: unbalanced_test_public |
| num_bytes: 731416041.32 |
| num_examples: 3536 |
| download_size: 1879819700 |
| dataset_size: 3703623995.856 |
| configs: |
| - config_name: default |
| data_files: |
| - split: balanced_dev |
| path: data/balanced_dev-* |
| - split: balanced_test_public |
| path: data/balanced_test_public-* |
| - split: balanced_test_unseen |
| path: data/balanced_test_unseen-* |
| - split: unbalanced_dev |
| path: data/unbalanced_dev-* |
| - split: unbalanced_test_unseen |
| path: data/unbalanced_test_unseen-* |
| - split: unbalanced_test_public |
| path: data/unbalanced_test_public-* |
| --- |
| # Dataset Card for "nlvr2" |
|
|
| <p align="center" width="100%"> |
| <img src="https://i.postimg.cc/g0QRgMVv/WX20240228-113337-2x.png" width="100%" height="80%"> |
| </p> |
|
|
| # Large-scale Multi-modality Models Evaluation Suite |
|
|
| > Accelerating the development of large-scale multi-modality models (LMMs) with `lmms-eval` |
|
|
| 🏠 [Homepage](https://lmms-lab.github.io/) | 📚 [Documentation](docs/README.md) | 🤗 [Huggingface Datasets](https://huggingface.co/lmms-lab) |
|
|
| # This Dataset |
|
|
| This is a formatted version of [NLVR2](https://lil.nlp.cornell.edu/nlvr/). It is used in our `lmms-eval` pipeline to allow for one-click evaluations of large multi-modality models. |
|
|
| ``` |
| @inproceedings{suhr2017corpus, |
| title={A corpus of natural language for visual reasoning}, |
| author={Suhr, Alane and Lewis, Mike and Yeh, James and Artzi, Yoav}, |
| booktitle={Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers)}, |
| pages={217--223}, |
| year={2017} |
| } |
| ``` |
|
|
|
|
| [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
