Datasets:
dataset_info:
- config_name: testmini
features:
- name: question
dtype: string
- name: options
sequence: string
- name: answer
dtype: string
- name: question_type
dtype: string
- name: image_domain
dtype: string
- name: image
dtype: image
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num_examples: 1500
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- config_name: entity_KF_NC
features:
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dtype: string
- name: options
sequence: string
- name: answer
dtype: string
- name: question_type
dtype: string
- name: image_domain
dtype: string
- name: image
dtype: image
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dataset_size: 158292979
- config_name: entity_KF_NR
features:
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dtype: string
- name: options
sequence: string
- name: answer
dtype: string
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dtype: string
- name: image_domain
dtype: string
- name: image
dtype: image
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- config_name: relation_KF_NC
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- config_name: syn_icon
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dtype: string
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sequence: string
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- name: image
dtype: image
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- config_name: syn_rel
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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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dtype: image
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dtype: string
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sequence: string
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dtype: string
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dtype: string
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dtype: string
- name: image
dtype: image
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dtype: string
- name: options
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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- config_name: syn_text
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dtype: string
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sequence: string
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dtype: string
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dtype: string
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dtype: string
- name: image
dtype: image
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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}
}