|
--- |
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dataset_info: |
|
- config_name: testmini |
|
features: |
|
- name: question |
|
dtype: string |
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- name: options |
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sequence: string |
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dtype: string |
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dtype: image |
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splits: |
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download_size: 140373430 |
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dtype: image |
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splits: |
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download_size: 158199154 |
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features: |
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dtype: string |
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features: |
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features: |
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features: |
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dtype: string |
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num_examples: 1000 |
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download_size: 158204575 |
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- config_name: relation_KR_NR |
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features: |
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dtype: string |
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sequence: string |
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splits: |
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num_examples: 1000 |
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download_size: 158233146 |
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dataset_size: 158341943 |
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- config_name: syn_icon |
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features: |
|
- name: question |
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dtype: string |
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- name: options |
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sequence: string |
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- name: answer |
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dtype: string |
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dtype: image |
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splits: |
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num_bytes: 76340726 |
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num_examples: 2000 |
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download_size: 37666159 |
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- config_name: syn_pos |
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features: |
|
- name: question |
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dtype: string |
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- name: options |
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sequence: string |
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- name: answer |
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dtype: string |
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dtype: string |
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dtype: image |
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splits: |
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num_bytes: 33686808 |
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num_examples: 2000 |
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download_size: 15150023 |
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dataset_size: 33686808 |
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- config_name: syn_rel |
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features: |
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- name: question |
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dtype: string |
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- name: options |
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sequence: string |
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- name: answer |
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dtype: string |
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- name: image |
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dtype: image |
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splits: |
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- name: test |
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num_bytes: 34336236 |
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num_examples: 2000 |
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download_size: 15544844 |
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dataset_size: 34336236 |
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- config_name: syn_rel_complex |
|
features: |
|
- name: question |
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dtype: string |
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- name: options |
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sequence: string |
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- name: answer |
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dtype: string |
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dtype: string |
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dtype: string |
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dtype: image |
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splits: |
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num_bytes: 35062188 |
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num_examples: 2000 |
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download_size: 15960927 |
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dataset_size: 35062188 |
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- config_name: syn_rel_know |
|
features: |
|
- name: question |
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dtype: string |
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- name: options |
|
sequence: string |
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- name: answer |
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dtype: string |
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dtype: image |
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splits: |
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num_examples: 1770 |
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download_size: 11341026 |
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dataset_size: 26120912.75 |
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- config_name: syn_rel_pos |
|
features: |
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- name: question |
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dtype: string |
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- name: options |
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sequence: string |
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dtype: string |
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dtype: string |
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dtype: string |
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dtype: image |
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splits: |
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num_bytes: 34062585 |
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num_examples: 2000 |
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download_size: 15246482 |
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dataset_size: 34062585 |
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- config_name: syn_text |
|
features: |
|
- name: question |
|
dtype: string |
|
- name: options |
|
sequence: string |
|
- name: answer |
|
dtype: string |
|
- name: question_type |
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dtype: string |
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|
splits: |
|
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|
num_bytes: 34504540 |
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num_examples: 2000 |
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download_size: 15583771 |
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dataset_size: 34504540 |
|
configs: |
|
- config_name: testmini |
|
default: true |
|
data_files: |
|
- split: test |
|
path: testmini/test-* |
|
- config_name: entity_KF_NC |
|
data_files: |
|
- split: test |
|
path: entity_KF_NC/test-* |
|
- config_name: entity_KF_NR |
|
data_files: |
|
- split: test |
|
path: entity_KF_NR/test-* |
|
- config_name: entity_KR_NC |
|
data_files: |
|
- split: test |
|
path: entity_KR_NC/test-* |
|
- config_name: entity_KR_NR |
|
data_files: |
|
- split: test |
|
path: entity_KR_NR/test-* |
|
- config_name: relation_KF_NC |
|
data_files: |
|
- split: test |
|
path: relation_KF_NC/test-* |
|
- config_name: relation_KF_NR |
|
data_files: |
|
- split: test |
|
path: relation_KF_NR/test-* |
|
- config_name: relation_KR_NC |
|
data_files: |
|
- split: test |
|
path: relation_KR_NC/test-* |
|
- config_name: relation_KR_NR |
|
data_files: |
|
- split: test |
|
path: relation_KR_NR/test-* |
|
- config_name: syn_icon |
|
data_files: |
|
- split: test |
|
path: syn_icon/test-* |
|
- config_name: syn_pos |
|
data_files: |
|
- split: test |
|
path: syn_pos/test-* |
|
- config_name: syn_rel |
|
data_files: |
|
- split: test |
|
path: syn_rel/test-* |
|
- config_name: syn_rel_complex |
|
data_files: |
|
- split: test |
|
path: syn_rel_complex/test-* |
|
- config_name: syn_rel_know |
|
data_files: |
|
- split: test |
|
path: syn_rel_know/test-* |
|
- config_name: syn_rel_pos |
|
data_files: |
|
- split: test |
|
path: syn_rel_pos/test-* |
|
- config_name: syn_text |
|
data_files: |
|
- split: test |
|
path: syn_text/test-* |
|
license: mit |
|
language: |
|
- en |
|
pretty_name: visual_language |
|
--- |
|
|
|
# Introduction |
|
|
|
This dataset is used to evaluate how Large Vision-Language Models (LVLMs) perform the visual question-answering tasks: understanding the input image or halluciating with the knowledge in the language module. |
|
|
|
We provide a testmini set that includes all types of evaluations. More details can be found below. |
|
|
|
--- |
|
|
|
* **testmini**: a subset of all types of evaluation. |
|
|
|
|
|
* **Entity_KF_NR**: a QA dataset to evaluate the model's **recognition ability** of **entities** under the **knowledge-free** setting. |
|
|
|
* **Entity_KF_NC**: a QA dataset to evaluate the model's **counting ability** of **entities** under the **knowledge-free** setting. |
|
|
|
* **Entity_KR_NR**: a QA dataset to evaluate the model's **recognition ability** of **entities** under the **knowledge-required** setting. |
|
|
|
* **Entity_KR_NC**: a QA dataset to evaluate the model's **counting ability** of **entities** under the **knowledge-required** setting. |
|
|
|
* **Relation_KF_NR**: a QA dataset to evaluate the model's **recognition ability** of **relations** under the **knowledge-free** setting. |
|
|
|
* **Relation_KF_NC**: a QA dataset to evaluate the model's **counting ability** of **relations** under the **knowledge-free** setting. |
|
|
|
* **Relation_KR_NR**: a QA dataset to evaluate the model's **recognition ability** of **relations** under the **knowledge-required** setting. |
|
|
|
* **Relation_KR_NC**: a QA dataset to evaluate the model's **counting ability** of **relations** under the **knowledge-required** setting. |
|
|
|
|
|
* **syn_icon**: a QA dataset to evaluate the model's **recognition and counting ability** of **entities** that are represented by **visual icons**. |
|
|
|
* **syn_text**: a QA dataset to evaluate the model's **recognition and counting ability** of **entities** that are represented by **text labels**. |
|
|
|
* **syn_pos**: a QA dataset to evaluate the model's **recognition and counting ability** of **entity positions**. |
|
|
|
* **syn_rel**: a QA dataset to evaluate the model's **recognition and counting ability** of **relations**. |
|
|
|
* **syn_rel_complex**: a QA dataset to evaluate the model's **recognition and counting ability** of **relations** that are represented in **multiple forms**. |
|
|
|
* **syn_rel_know**: a QA dataset to evaluate the model's **recognition and counting ability** of **relations** that are **consistent with commonsense knowledge**. |
|
|
|
* **syn_rel_pos**: a QA dataset to evaluate the model's **recognition and counting ability** of **relation positions**. |
|
|
|
--- |
|
|
|
# Citation |
|
|
|
If you use this dataset, please cite our paper: |
|
|
|
``` |
|
@article{DBLP:journals/corr/abs-2410-00193, |
|
author = {Buse Giledereli and |
|
Yifan Hou and |
|
Yilei Tu and |
|
Mrinmaya Sachan}, |
|
title = {Do Vision-Language Models Really Understand Visual Language?}, |
|
journal = {CoRR}, |
|
volume = {abs/2410.00193}, |
|
year = {2024}, |
|
url = {https://doi.org/10.48550/arXiv.2410.00193}, |
|
doi = {10.48550/ARXIV.2410.00193}, |
|
eprinttype = {arXiv}, |
|
eprint = {2410.00193}, |
|
timestamp = {Tue, 05 Nov 2024 20:39:06 +0100}, |
|
biburl = {https://dblp.org/rec/journals/corr/abs-2410-00193.bib}, |
|
bibsource = {dblp computer science bibliography, https://dblp.org} |
|
} |
|
``` |
