| --- |
| language: |
| - en |
| license: cc-by-4.0 |
| size_categories: |
| - 1K<n<10K |
| task_categories: |
| - question-answering |
| - visual-question-answering |
| - multiple-choice |
| pretty_name: MRAG-Bench |
| dataset_info: |
| features: |
| - name: id |
| dtype: string |
| - name: aspect |
| dtype: string |
| - name: scenario |
| dtype: string |
| - name: image |
| dtype: image |
| - name: gt_images |
| sequence: image |
| - name: question |
| dtype: string |
| - name: A |
| dtype: string |
| - name: B |
| dtype: string |
| - name: C |
| dtype: string |
| - name: D |
| dtype: string |
| - name: answer_choice |
| dtype: string |
| - name: answer |
| dtype: string |
| - name: image_type |
| dtype: string |
| - name: source |
| dtype: string |
| - name: retrieved_images |
| sequence: image |
| splits: |
| - name: test |
| num_bytes: 4740745536 |
| num_examples: 1353 |
|
|
| configs: |
| - config_name: default |
| data_files: |
| - split: test |
| path: data/test-* |
| --- |
| |
|
|
| # ICLR 2025 Submision 9148 |
| # MRAG-Bench: Vision-Centric Evaluation for Retrieval-Augmented Multimodal Models |
|
|
|
|
| ## This is an anonymous repo for openreview https://openreview.net/forum?id=Usklli4gMc |
|
|
| ## Dataset Description |
|
|
| The dataset contains the following fields: |
|
|
| | Field Name | Description | |
| | :--------- | :---------- | |
| | `id` | Unique identifier for the example | |
| | `aspect`| Aspect type for the example | |
| | `scenario` | The type of scenario associated with the entry | |
| | `image`| Contains image data in byte format | |
| | `gt_images`| A list of top 5 ground-truth images information | |
| | `question` | Question asked about the image | |
| | `A` | Choice A for the question | |
| | `B` | Choice B for the question | |
| | `C` | Choice C for the question | |
| | `D` | Choice D for the question | |
| |`answer_choice`| Correct choice identifier | |
| | `answer` | Correct answer to the question | |
| | `image_type`| Type of image object | |
| | `source`| Source of the image | |
| | `retrieved_images`| A list of top 5 retrieved images information by CLIP | |
|
|
|
|
