release

README.md

@@ -0,0 +1,120 @@
+---
+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
+
+configs:
+- config_name: default
+  data_files:
+  - split: test
+    path: data/test-*
+---
+
+
+# MRAG-Bench: Vision-Centric Evaluation for Retrieval-Augmented Multimodal Models
+
+[**🌐 Homepage**](https://mragbench.github.io/) | [**📖 Paper**](https://arxiv.org/abs/) | [**💻 Evaluation**](https://github.com/mragbench/MRAG-Bench) 
+
+
+## Intro
+
+MRAG-Bench consists of 16,130 images and 1,353 human-annotated multiple-choice questions across 9 distinct scenarios,  providing a robust and systematic evaluation of Large Vision Language Model (LVLM)’s vision-centric multimodal retrieval-augmented generation (RAG) abilities.
+
+<img src="https://gordonhu608.github.io/images/mragbench_teaser.png" width="1000" />
+
+
+## Results
+
+Evaluated upon 10 open-source and 4 proprietary LVLMs, our results show that all LVLMs exhibit greater improvements when augmented with images compared to textual knowledge. Notably, the top-performing model, GPT-4o, faces challenges in effectively leveraging retrieved knowledge, achieving only a 5.82% improvement with ground-truth information, in contrast to a 33.16% improvement observed in human participants. These findings highlight the importance of MRAG-Bench in encouraging the community to enhance LVLMs' ability to utilize retrieved visual knowledge more effectively.
+
+<img src="https://gordonhu608.github.io/images/mragbench_qual.png" width="800" />
+
+
+## Load Dataset
+The `data/` directory contains the full dataset annotations and images pre-loaded for processing with HF Datasets. It can be loaded as follows:
+
+```python
+from datasets import load_dataset
+mrag_bench = load_dataset("uclanlp/MRAG-Bench")
+```
+
+
+## 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 |
+
+
+<br>
+
+## Contact
+
+* Wenbo Hu: [email protected]
+
+## Citation
+```
+@article{hu2024mragbench,
+  title={MRAG-Bench: Vision-Centric Evaluation for Retrieval-Augmented Multimodal Models},
+  author={Hu, Wenbo and Gu, Jia-Chen and Dou, Zi-Yi and Fayyaz, Mohsen and Lu, Pan and Chang, Kai-Wei and Peng, Nanyun},
+  journal={arXiv preprint arXiv:24},
+  year={2024}
+}
+```

data/test-00000-of-000028.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dff47e4c18e839ca4dafa6e2f39f736c4061465699374c20075448e7838c1e4b
+size 137014325

data/test-00001-of-000028.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7be7a6e64edaa65b7ce8fa258d229ca5fd884d8402bb910a710394211d3fc6bd
+size 159574530

data/test-000010-of-000028.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:60ccd9276cd5d5e23944196c6c7a78e9536337eb8996ade06fc41da2ba1c43bd
+size 136556833

data/test-000011-of-000028.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7effad84947bdd97d70de60e3266f90e021bf2d7459a093498380f10c323feea
+size 113221781

data/test-000012-of-000028.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b3e965bdd075b193d44f00bc88d83cfac7ecdee7bd6a89d37bff88b77c3c3e54
+size 167096004

data/test-000013-of-000028.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:24e89e40612bacbe285f6bdf46abb1b8e84aa1cf2d222f1d9afe196fd088264b
+size 146159458

data/test-000014-of-000028.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ee886608e7282ab242673a91f5f1ab75d7aeaf6ae063b213df63611a079aadc3
+size 142430686

data/test-000015-of-000028.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9bceac543481c006475b9e499e1f5d32dbfcdaa6907796099bb0b3ee09b4ff8f
+size 185078623

data/test-000016-of-000028.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cf5565db46f5f0a5bf2336f2ef94b30d97e6330d417692af7d8dec0ff762da25
+size 161567602

data/test-000017-of-000028.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:07be4b93ae09e669f640fff4c63af8ffc27ec1a72bde6d731f8827b8e3fcb149
+size 147981212

data/test-000018-of-000028.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4360f1915b2bdcc5412db4bd70c77c39109df4e21895711951dbd236aca37ba9
+size 134541313

data/test-000019-of-000028.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f12593fc8d215d17a11496c68be08ea6b4316f1154739e2a65b4d936a42088e0
+size 138372954

data/test-00002-of-000028.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bb83397cd7962cb4a21f39693fb18b50b6b72205fd4a17c63097824460c07700
+size 212527046

data/test-000020-of-000028.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cf95f13c540a6bcbd46b6dfe28e0f0e6237154bc135d3739d1bb450f517828c7
+size 144484594

data/test-000021-of-000028.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a34ee207a3e07348b2a4dbdbdeb02008c0ac4bc363d457cc2c5c7540daaadf41
+size 139132377

data/test-000022-of-000028.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d3e97e4bb631fc696c2cd8c48ba95a74d65b6c119b9710194306122f72bb13b3
+size 157053526

data/test-000023-of-000028.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:086671efa7ebd0d5a7e889812ca38ab81c068f4ff6caa59eb6e5e96368f18346
+size 170195159

data/test-000024-of-000028.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e66500e7e22c7bed72f31e6fa8f8a3243a72725eacf33a0db4e6c3aec39c45e0
+size 199787084

data/test-000025-of-000028.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9e53ad7c9d589e632021ed157bb34cf208860225dbe332ac8275e9420e3a8035
+size 174753786

data/test-000026-of-000028.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dcfdf0168fa50ce7170b71b87a4ebbadf7782c17d60eb0e145def3654c270744
+size 149468188

data/test-000027-of-000028.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5189a5f6dc9d2a98ad2b11ec25568d95c4a109774e38982d547cf3bacd15a01d
+size 14874421

data/test-00003-of-000028.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:aad2de90e53a377955aa0d8027e448e47e5ba9c04d0333aeedf8c1939424fa65
+size 210614331

data/test-00004-of-000028.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b78007363edebeb1fa04b72e45c1205ee5610792ba613f2312fd340c764c0d4d
+size 109428054

data/test-00005-of-000028.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:25de9c71c9d9ea92117eb0fce40278769d18b4145b147e8067df3c5b9abd9efa
+size 155364966

data/test-00006-of-000028.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:de5e34e12052b442b53f66c5c4beb41b0fb12da792dcdcd230cc86d64b48ded5
+size 161904625

data/test-00007-of-000028.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ae2ac69532ba2e34b3db87a85f07ff88151c9094520b26622f6aad63359d093b
+size 156996419

data/test-00008-of-000028.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9054f341e25f6b69dd7c7081f254bc02de2149e3ea1e110166c69201776fa329
+size 210011432

data/test-00009-of-000028.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:73727e0e5284059056bdb3c07665ad688c99130e10abe15b1758c753bcb53ac0
+size 159411463