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README.md

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----
-license: apache-2.0
----
+---
+dataset_info:
+- config_name: A-OKVQA
+  features:
+  - name: qry_text
+    dtype: string
+  - name: qry_img_path
+    dtype: string
+  - name: tgt_text
+    sequence: string
+  - name: tgt_img_path
+    sequence: string
+  - name: task_instruction
+    dtype: string
+  - name: represent_prompt
+    dtype: string
+  splits:
+  - name: test
+    num_bytes: 14048199
+    num_examples: 1000
+  download_size: 1168340
+  dataset_size: 14048199
+- config_name: CIFAR-100
+  features:
+  - name: qry_text
+    dtype: string
+  - name: qry_img_path
+    dtype: string
+  - name: tgt_text
+    sequence: string
+  - name: tgt_img_path
+    sequence: string
+  - name: task_instruction
+    dtype: string
+  - name: represent_prompt
+    dtype: string
+  splits:
+  - name: test
+    num_bytes: 1519890
+    num_examples: 1000
+  download_size: 20544
+  dataset_size: 1519890
+- config_name: CIRR
+  features:
+  - name: qry_text
+    dtype: string
+  - name: qry_img_path
+    dtype: string
+  - name: tgt_text
+    sequence: string
+  - name: tgt_img_path
+    sequence: string
+  - name: task_instruction
+    dtype: string
+  - name: represent_prompt
+    dtype: string
+  splits:
+  - name: test
+    num_bytes: 70162098
+    num_examples: 1000
+  download_size: 1565489
+  dataset_size: 70162098
+- config_name: ChartQA
+  features:
+  - name: qry_text
+    dtype: string
+  - name: qry_img_path
+    dtype: string
+  - name: tgt_text
+    sequence: string
+  - name: tgt_img_path
+    sequence: string
+  - name: task_instruction
+    dtype: string
+  - name: represent_prompt
+    dtype: string
+  splits:
+  - name: test
+    num_bytes: 14354641
+    num_examples: 1000
+  download_size: 1434448
+  dataset_size: 14354641
+- config_name: Country211
+  features:
+  - name: qry_text
+    dtype: string
+  - name: qry_img_path
+    dtype: string
+  - name: tgt_text
+    sequence: string
+  - name: tgt_img_path
+    sequence: string
+  - name: task_instruction
+    dtype: string
+  - name: represent_prompt
+    dtype: string
+  splits:
+  - name: test
+    num_bytes: 3678000
+    num_examples: 1000
+  download_size: 31556
+  dataset_size: 3678000
+- config_name: DocVQA
+  features:
+  - name: qry_text
+    dtype: string
+  - name: qry_img_path
+    dtype: string
+  - name: tgt_text
+    sequence: string
+  - name: tgt_img_path
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+  - name: represent_prompt
+    dtype: string
+  splits:
+  - name: test
+    num_bytes: 23044459
+    num_examples: 1000
+  download_size: 1734476
+  dataset_size: 23044459
+- config_name: EDIS
+  features:
+  - name: qry_text
+    dtype: string
+  - name: qry_img_path
+    dtype: string
+  - name: tgt_text
+    sequence: string
+  - name: tgt_img_path
+    sequence: string
+  - name: task_instruction
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+  - name: represent_prompt
+    dtype: string
+  splits:
+  - name: test
+    num_bytes: 184208708
+    num_examples: 1000
+  download_size: 3350382
+  dataset_size: 184208708
+- config_name: FashionIQ
+  features:
+  - name: qry_text
+    dtype: string
+  - name: qry_img_path
+    dtype: string
+  - name: tgt_text
+    sequence: string
+  - name: tgt_img_path
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+  - name: represent_prompt
+    dtype: string
+  splits:
+  - name: test
+    num_bytes: 71169665
+    num_examples: 1000
+  download_size: 1729457
+  dataset_size: 71169665
+- config_name: GQA
+  features:
+  - name: qry_text
+    dtype: string
+  - name: qry_img_path
+    dtype: string
+  - name: tgt_text
+    sequence: string
+  - name: tgt_img_path
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+    dtype: string
+  - name: represent_prompt
+    dtype: string
+  splits:
+  - name: test
+    num_bytes: 40809641
+    num_examples: 1000
+  download_size: 1764457
+  dataset_size: 40809641
+- config_name: HatefulMemes
+  features:
+  - name: qry_text
+    dtype: string
+  - name: qry_img_path
+    dtype: string
+  - name: tgt_text
+    sequence: string
+  - name: tgt_img_path
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+  - name: task_instruction
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+  - name: represent_prompt
+    dtype: string
+  splits:
+  - name: test
+    num_bytes: 184890
+    num_examples: 1000
+  download_size: 9972
+  dataset_size: 184890
+- config_name: ImageNet-1K
+  features:
+  - name: qry_text
+    dtype: string
+  - name: qry_img_path
+    dtype: string
+  - name: tgt_text
+    sequence: string
+  - name: tgt_img_path
+    sequence: string
+  - name: task_instruction
+    dtype: string
+  - name: represent_prompt
+    dtype: string
+  splits:
+  - name: test
+    num_bytes: 28773890
+    num_examples: 1000
+  download_size: 185019
+  dataset_size: 28773890
+- config_name: ImageNet-A
+  features:
+  - name: qry_text
+    dtype: string
+  - name: qry_img_path
+    dtype: string
+  - name: tgt_text
+    sequence: string
+  - name: tgt_img_path
+    sequence: string
+  - name: task_instruction
+    dtype: string
+  - name: represent_prompt
+    dtype: string
+  splits:
+  - name: test
+    num_bytes: 28772890
+    num_examples: 1000
+  download_size: 147780
+  dataset_size: 28772890
+- config_name: ImageNet-R
+  features:
+  - name: qry_text
+    dtype: string
+  - name: qry_img_path
+    dtype: string
+  - name: tgt_text
+    sequence: string
+  - name: tgt_img_path
+    sequence: string
+  - name: task_instruction
+    dtype: string
+  - name: represent_prompt
+    dtype: string
+  splits:
+  - name: test
+    num_bytes: 3456890
+    num_examples: 1000
+  download_size: 23656
+  dataset_size: 3456890
+- config_name: InfographicsVQA
+  features:
+  - name: qry_text
+    dtype: string
+  - name: qry_img_path
+    dtype: string
+  - name: tgt_text
+    sequence: string
+  - name: tgt_img_path
+    sequence: string
+  - name: task_instruction
+    dtype: string
+  - name: represent_prompt
+    dtype: string
+  splits:
+  - name: test
+    num_bytes: 19114439
+    num_examples: 1000
+  download_size: 1439837
+  dataset_size: 19114439
+- config_name: MSCOCO
+  features:
+  - name: qry_text
+    dtype: string
+  - name: qry_img_path
+    dtype: string
+  - name: tgt_text
+    sequence: string
+  - name: tgt_img_path
+    sequence: string
+  - name: task_instruction
+    dtype: string
+  - name: represent_prompt
+    dtype: string
+  splits:
+  - name: test
+    num_bytes: 97759085
+    num_examples: 1000
+  download_size: 1681753
+  dataset_size: 97759085
+- config_name: MSCOCO_i2t
+  features:
+  - name: qry_text
+    dtype: string
+  - name: qry_img_path
+    dtype: string
+  - name: tgt_text
+    sequence: string
+  - name: tgt_img_path
+    sequence: string
+  - name: task_instruction
+    dtype: string
+  - name: represent_prompt
+    dtype: string
+  splits:
+  - name: test
+    num_bytes: 60201740
+    num_examples: 1000
+  download_size: 1785583
+  dataset_size: 60201740
+- config_name: MSCOCO_t2i
+  features:
+  - name: qry_text
+    dtype: string
+  - name: qry_img_path
+    dtype: string
+  - name: tgt_text
+    sequence: string
+  - name: tgt_img_path
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+  - name: represent_prompt
+    dtype: string
+  splits:
+  - name: test
+    num_bytes: 87127008
+    num_examples: 1000
+  download_size: 1296167
+  dataset_size: 87127008
+- config_name: N24News
+  features:
+  - name: qry_text
+    dtype: string
+  - name: qry_img_path
+    dtype: string
+  - name: tgt_text
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+    dtype: string
+  splits:
+  - name: test
+    num_bytes: 630658
+    num_examples: 1000
+  download_size: 110698
+  dataset_size: 630658
+- config_name: NIGHTS
+  features:
+  - name: qry_text
+    dtype: string
+  - name: qry_img_path
+    dtype: string
+  - name: tgt_text
+    sequence: string
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+    dtype: string
+  splits:
+  - name: test
+    num_bytes: 75116000
+    num_examples: 1000
+  download_size: 1528646
+  dataset_size: 75116000
+- config_name: OK-VQA
+  features:
+  - name: qry_text
+    dtype: string
+  - name: qry_img_path
+    dtype: string
+  - name: tgt_text
+    sequence: string
+  - name: tgt_img_path
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+    dtype: string
+  splits:
+  - name: test
+    num_bytes: 15332578
+    num_examples: 1000
+  download_size: 1564823
+  dataset_size: 15332578
+- config_name: OVEN
+  features:
+  - name: qry_text
+    dtype: string
+  - name: qry_img_path
+    dtype: string
+  - name: tgt_text
+    sequence: string
+  - name: tgt_img_path
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+    dtype: string
+  splits:
+  - name: test
+    num_bytes: 717934263
+    num_examples: 1000
+  download_size: 406792141
+  dataset_size: 717934263
+- config_name: ObjectNet
+  features:
+  - name: qry_text
+    dtype: string
+  - name: qry_img_path
+    dtype: string
+  - name: tgt_text
+    sequence: string
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+    dtype: string
+  splits:
+  - name: test
+    num_bytes: 2036000
+    num_examples: 1000
+  download_size: 27132
+  dataset_size: 2036000
+- config_name: Place365
+  features:
+  - name: qry_text
+    dtype: string
+  - name: qry_img_path
+    dtype: string
+  - name: tgt_text
+    sequence: string
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+    dtype: string
+  splits:
+  - name: test
+    num_bytes: 7045000
+    num_examples: 1000
+  download_size: 89866
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+- config_name: RefCOCO
+  features:
+  - name: qry_text
+    dtype: string
+  - name: qry_img_path
+    dtype: string
+  - name: tgt_text
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+  splits:
+  - name: test
+    num_bytes: 96493941
+    num_examples: 1000
+  download_size: 1858145
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+- config_name: RefCOCO-Matching
+  features:
+  - name: qry_text
+    dtype: string
+  - name: qry_img_path
+    dtype: string
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+  splits:
+  - name: test
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+    num_examples: 1000
+  download_size: 2879385
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+- config_name: SUN397
+  features:
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+    dtype: string
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+    dtype: string
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+  splits:
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+  splits:
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+  splits:
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+- config_name: Visual7W-Pointing
+  features:
+  - name: qry_text
+    dtype: string
+  - name: qry_img_path
+    dtype: string
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+  splits:
+  - name: test
+    num_bytes: 94906832
+    num_examples: 1000
+  download_size: 1299380
+  dataset_size: 94906832
+- config_name: VisualNews_i2t
+  features:
+  - name: qry_text
+    dtype: string
+  - name: qry_img_path
+    dtype: string
+  - name: tgt_text
+    sequence: string
+  - name: tgt_img_path
+    sequence: string
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+    dtype: string
+  - name: represent_prompt
+    dtype: string
+  splits:
+  - name: test
+    num_bytes: 118329649
+    num_examples: 1000
+  download_size: 81491360
+  dataset_size: 118329649
+- config_name: VisualNews_t2i
+  features:
+  - name: qry_text
+    dtype: string
+  - name: qry_img_path
+    dtype: string
+  - name: tgt_text
+    sequence: string
+  - name: tgt_img_path
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+  - name: represent_prompt
+    dtype: string
+  splits:
+  - name: test
+    num_bytes: 97176206
+    num_examples: 1000
+  download_size: 1763677
+  dataset_size: 97176206
+- config_name: VizWiz
+  features:
+  - name: qry_text
+    dtype: string
+  - name: qry_img_path
+    dtype: string
+  - name: tgt_text
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+  splits:
+  - name: test
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+    num_examples: 1000
+  download_size: 1425789
+  dataset_size: 20550246
+- config_name: WebQA
+  features:
+  - name: qry_text
+    dtype: string
+  - name: qry_img_path
+    dtype: string
+  - name: tgt_text
+    sequence: string
+  - name: tgt_img_path
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+  splits:
+  - name: test
+    num_bytes: 197701404
+    num_examples: 1000
+  download_size: 3257136
+  dataset_size: 197701404
+- config_name: Wiki-SS-NQ
+  features:
+  - name: qry_text
+    dtype: string
+  - name: qry_img_path
+    dtype: string
+  - name: tgt_text
+    sequence: string
+  - name: tgt_img_path
+    sequence: string
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+    dtype: string
+  - name: represent_prompt
+    dtype: string
+  splits:
+  - name: test
+    num_bytes: 74583207
+    num_examples: 1000
+  download_size: 1900579
+  dataset_size: 74583207
+configs:
+- config_name: A-OKVQA
+  data_files:
+  - split: test
+    path: A-OKVQA/test-*
+- config_name: CIFAR-100
+  data_files:
+  - split: test
+    path: CIFAR-100/test-*
+- config_name: CIRR
+  data_files:
+  - split: test
+    path: CIRR/test-*
+- config_name: ChartQA
+  data_files:
+  - split: test
+    path: ChartQA/test-*
+- config_name: Country211
+  data_files:
+  - split: test
+    path: Country211/test-*
+- config_name: DocVQA
+  data_files:
+  - split: test
+    path: DocVQA/test-*
+- config_name: EDIS
+  data_files:
+  - split: test
+    path: EDIS/test-*
+- config_name: FashionIQ
+  data_files:
+  - split: test
+    path: FashionIQ/test-*
+- config_name: GQA
+  data_files:
+  - split: test
+    path: GQA/test-*
+- config_name: HatefulMemes
+  data_files:
+  - split: test
+    path: HatefulMemes/test-*
+- config_name: ImageNet-1K
+  data_files:
+  - split: test
+    path: ImageNet-1K/test-*
+- config_name: ImageNet-A
+  data_files:
+  - split: test
+    path: ImageNet-A/test-*
+- config_name: ImageNet-R
+  data_files:
+  - split: test
+    path: ImageNet-R/test-*
+- config_name: InfographicsVQA
+  data_files:
+  - split: test
+    path: InfographicsVQA/test-*
+- config_name: MSCOCO
+  data_files:
+  - split: test
+    path: MSCOCO/test-*
+- config_name: MSCOCO_i2t
+  data_files:
+  - split: test
+    path: MSCOCO_i2t/test-*
+- config_name: MSCOCO_t2i
+  data_files:
+  - split: test
+    path: MSCOCO_t2i/test-*
+- config_name: N24News
+  data_files:
+  - split: test
+    path: N24News/test-*
+- config_name: NIGHTS
+  data_files:
+  - split: test
+    path: NIGHTS/test-*
+- config_name: OK-VQA
+  data_files:
+  - split: test
+    path: OK-VQA/test-*
+- config_name: OVEN
+  data_files:
+  - split: test
+    path: OVEN/test-*
+- config_name: ObjectNet
+  data_files:
+  - split: test
+    path: ObjectNet/test-*
+- config_name: Place365
+  data_files:
+  - split: test
+    path: Place365/test-*
+- config_name: RefCOCO
+  data_files:
+  - split: test
+    path: RefCOCO/test-*
+- config_name: RefCOCO-Matching
+  data_files:
+  - split: test
+    path: RefCOCO-Matching/test-*
+- config_name: SUN397
+  data_files:
+  - split: test
+    path: SUN397/test-*
+- config_name: ScienceQA
+  data_files:
+  - split: test
+    path: ScienceQA/test-*
+- config_name: TextVQA
+  data_files:
+  - split: test
+    path: TextVQA/test-*
+- config_name: VOC2007
+  data_files:
+  - split: test
+    path: VOC2007/test-*
+- config_name: VisDial
+  data_files:
+  - split: test
+    path: VisDial/test-*
+- config_name: Visual7W
+  data_files:
+  - split: test
+    path: Visual7W/test-*
+- config_name: Visual7W-Pointing
+  data_files:
+  - split: test
+    path: Visual7W-Pointing/test-*
+- config_name: VisualNews_i2t
+  data_files:
+  - split: test
+    path: VisualNews_i2t/test-*
+- config_name: VisualNews_t2i
+  data_files:
+  - split: test
+    path: VisualNews_t2i/test-*
+- config_name: VizWiz
+  data_files:
+  - split: test
+    path: VizWiz/test-*
+- config_name: WebQA
+  data_files:
+  - split: test
+    path: WebQA/test-*
+- config_name: Wiki-SS-NQ
+  data_files:
+  - split: test
+    path: Wiki-SS-NQ/test-*
+license: apache-2.0
+language:
+- en
+tags:
+- ranking
+pretty_name: MMEB
+size_categories:
+- 10K<n<100K
+---
+
+# Massive Multimodal Embedding Benchmark
+
+We compile a large set of evaluation tasks to understand the capabilities of multimodal embedding models. This benchmark covers 4 meta tasks and 36 datasets meticulously selected for evaluation.
+
+The dataset is published in our paper [VLM2Vec: Training Vision-Language Models for Massive Multimodal Embedding Tasks](https://arxiv.org/abs/2410.05160).
+
+## Dataset Usage
+For each dataset, we have 1000 examples for evaluation. Each example contains a query and a set of targets. Both the query and target could be any combination of image and text. The first one in the candidate list is the groundtruth target.  
+
+## Statistics
+We show the statistics of all the datasets as follows:
+<img width="900" alt="abs" src="statistics.png">
+
+## Per-dataset Results
+We list the performance of different embedding models in the following:
+<img width="900" alt="abs" src="leaderboard.png">
+
+## Submission
+We will set a formal leaderboard soon. If you want to add your results to the leaderboard, please send email to us at [email protected].
+
+## Cite Us
+```
+@article{jiang2024vlm2vec,
+  title={VLM2Vec: Training Vision-Language Models for Massive Multimodal Embedding Tasks},
+  author={Jiang, Ziyan and Meng, Rui and Yang, Xinyi and Yavuz, Semih and Zhou, Yingbo and Chen, Wenhu},
+  journal={arXiv preprint arXiv:2410.05160},
+  year={2024}
+}
+```

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