Upload folder using huggingface_hub
Browse files- README.md +155 -0
- code_edit/english-00000-of-00001.parquet +3 -0
- code_edit/french-00000-of-00001.parquet +3 -0
- code_edit/german-00000-of-00001.parquet +3 -0
- code_edit/spanish-00000-of-00001.parquet +3 -0
- mockup2code/English.parquet +3 -0
- mockup2code/French.parquet +3 -0
- mockup2code/German.parquet +3 -0
- mockup2code/Spanish.parquet +3 -0
- web_qa/english.parquet +3 -0
- web_qa/french.parquet +3 -0
- web_qa/german.parquet +3 -0
- web_qa/spanish.parquet +3 -0
README.md
ADDED
|
@@ -0,0 +1,155 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
dataset_info:
|
| 3 |
+
- config_name: code_edit
|
| 4 |
+
features:
|
| 5 |
+
- name: unique_index
|
| 6 |
+
dtype: int64
|
| 7 |
+
- name: item_name
|
| 8 |
+
dtype: string
|
| 9 |
+
- name: image
|
| 10 |
+
dtype: image
|
| 11 |
+
- name: edit_prompt
|
| 12 |
+
dtype: string
|
| 13 |
+
- name: difficulty_level
|
| 14 |
+
dtype: string
|
| 15 |
+
- name: change_identify
|
| 16 |
+
dtype: string
|
| 17 |
+
- name: original_code
|
| 18 |
+
dtype: string
|
| 19 |
+
- name: edited_code
|
| 20 |
+
dtype: string
|
| 21 |
+
- name: git_diff
|
| 22 |
+
dtype: string
|
| 23 |
+
splits:
|
| 24 |
+
- name: english
|
| 25 |
+
num_bytes: 87865093.0
|
| 26 |
+
num_examples: 165
|
| 27 |
+
- name: french
|
| 28 |
+
num_bytes: 39691856.0
|
| 29 |
+
num_examples: 68
|
| 30 |
+
- name: german
|
| 31 |
+
num_bytes: 35880444.0
|
| 32 |
+
num_examples: 67
|
| 33 |
+
- name: spanish
|
| 34 |
+
num_bytes: 51186760.0
|
| 35 |
+
num_examples: 75
|
| 36 |
+
download_size: 214624153
|
| 37 |
+
dataset_size: 214624153
|
| 38 |
+
- config_name: mockup2code
|
| 39 |
+
features:
|
| 40 |
+
- name: image
|
| 41 |
+
dtype: image
|
| 42 |
+
- name: ground_truth
|
| 43 |
+
dtype: image
|
| 44 |
+
- name: sketch_type
|
| 45 |
+
dtype: int64
|
| 46 |
+
- name: language
|
| 47 |
+
dtype: string
|
| 48 |
+
splits:
|
| 49 |
+
- name: English
|
| 50 |
+
num_bytes: 414902307.0
|
| 51 |
+
num_examples: 397
|
| 52 |
+
- name: French
|
| 53 |
+
num_bytes: 54367567.0
|
| 54 |
+
num_examples: 91
|
| 55 |
+
- name: German
|
| 56 |
+
num_bytes: 70486696.0
|
| 57 |
+
num_examples: 87
|
| 58 |
+
- name: Spanish
|
| 59 |
+
num_bytes: 14543797.0
|
| 60 |
+
num_examples: 19
|
| 61 |
+
download_size: 554300367
|
| 62 |
+
dataset_size: 554300367
|
| 63 |
+
- config_name: web_qa
|
| 64 |
+
features:
|
| 65 |
+
- name: image
|
| 66 |
+
dtype: image
|
| 67 |
+
- name: question
|
| 68 |
+
dtype: string
|
| 69 |
+
- name: ground_truth
|
| 70 |
+
dtype: string
|
| 71 |
+
- name: question_type
|
| 72 |
+
dtype: string
|
| 73 |
+
- name: language
|
| 74 |
+
dtype: string
|
| 75 |
+
splits:
|
| 76 |
+
- name: english
|
| 77 |
+
num_bytes: 306573273.0
|
| 78 |
+
num_examples: 1476
|
| 79 |
+
- name: french
|
| 80 |
+
num_bytes: 78736984.0
|
| 81 |
+
num_examples: 535
|
| 82 |
+
- name: german
|
| 83 |
+
num_bytes: 94020693.0
|
| 84 |
+
num_examples: 620
|
| 85 |
+
- name: spanish
|
| 86 |
+
num_bytes: 98382195.0
|
| 87 |
+
num_examples: 640
|
| 88 |
+
download_size: 577713145
|
| 89 |
+
dataset_size: 577713145
|
| 90 |
+
configs:
|
| 91 |
+
- config_name: code_edit
|
| 92 |
+
data_files:
|
| 93 |
+
- split: english
|
| 94 |
+
path: code_edit/english-00000-of-00001.parquet
|
| 95 |
+
- split: french
|
| 96 |
+
path: code_edit/french-00000-of-00001.parquet
|
| 97 |
+
- split: german
|
| 98 |
+
path: code_edit/german-00000-of-00001.parquet
|
| 99 |
+
- split: spanish
|
| 100 |
+
path: code_edit/spanish-00000-of-00001.parquet
|
| 101 |
+
- config_name: mockup2code
|
| 102 |
+
data_files:
|
| 103 |
+
- split: English
|
| 104 |
+
path: mockup2code/English.parquet
|
| 105 |
+
- split: French
|
| 106 |
+
path: mockup2code/French.parquet
|
| 107 |
+
- split: German
|
| 108 |
+
path: mockup2code/German.parquet
|
| 109 |
+
- split: Spanish
|
| 110 |
+
path: mockup2code/Spanish.parquet
|
| 111 |
+
- config_name: web_qa
|
| 112 |
+
data_files:
|
| 113 |
+
- split: english
|
| 114 |
+
path: web_qa/english.parquet
|
| 115 |
+
- split: french
|
| 116 |
+
path: web_qa/french.parquet
|
| 117 |
+
- split: german
|
| 118 |
+
path: web_qa/german.parquet
|
| 119 |
+
- split: spanish
|
| 120 |
+
path: web_qa/spanish.parquet
|
| 121 |
+
---
|
| 122 |
+
|
| 123 |
+
# WebMMU: The Web Multimodal Understanding Benchmark
|
| 124 |
+
|
| 125 |
+
WebMMU is a comprehensive benchmark designed to push the boundaries of AI for the web. It challenges models to answer questions about websites, edit real HTML/CSS/JS code, and generate web layouts from mockups—across four languages and 20+ domains. Whether you're building smarter web agents or testing the limits of multimodal models, WebMMU is your go-to testbed.
|
| 126 |
+
|
| 127 |
+
## Key Features
|
| 128 |
+
- 🌐 **Multilingual:** English, Spanish, German, French
|
| 129 |
+
- 🧩 **Three Core Tasks:** WebQA, Code Editing, Mockup2Code
|
| 130 |
+
- 🖥️ **Real-World Data:** 20+ website domains
|
| 131 |
+
- 🔍 **Fine-Grained Evaluation:** Web Understanding & Reasoning, Agentic UI Action, and Code Generation
|
| 132 |
+
- 🤝 **Open & Human-Annotated:** Expert-verified, high-quality samples
|
| 133 |
+
|
| 134 |
+
---
|
| 135 |
+
|
| 136 |
+
## Tasks Overview
|
| 137 |
+
### WebQA
|
| 138 |
+
Answer questions about real website screenshots—test your model's ability to reason, ground, and understand UI elements and content.
|
| 139 |
+
|
| 140 |
+
### Mockup2Code
|
| 141 |
+
Turn hand-drawn or digital mockups into working HTML/CSS code. Evaluate how well your model translates design into code.
|
| 142 |
+
|
| 143 |
+
### Code Editing
|
| 144 |
+
Edit real website code based on user instructions. Can your model make precise, functional changes to HTML, CSS, or JS?
|
| 145 |
+
|
| 146 |
+
## Dataset Stats
|
| 147 |
+
| | English | Spanish | German | French | Total |
|
| 148 |
+
|------------------|---------|---------|--------|--------|-------|
|
| 149 |
+
| Website Images | 392 | 133 | 130 | 131 | 786 |
|
| 150 |
+
| WebQA | 1476 | 484 | 379 | 456 | 2795 |
|
| 151 |
+
| Mockup2Code | 180 | 93 | 85 | 78 | 436 |
|
| 152 |
+
| Code Editing | 165 | 75 | 67 | 68 | 375 |
|
| 153 |
+
| **Total** | 2213 | 785 | 661 | 733 | 4392 |
|
| 154 |
+
|
| 155 |
+
---
|
code_edit/english-00000-of-00001.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:2291f5cdcc29026364649c77312d8ce5e73b96d2c5e33c6bf6430110e1f329f8
|
| 3 |
+
size 87865093
|
code_edit/french-00000-of-00001.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:3f2dead67d142685b5e2bd053772b5bb08ce7f0a372b7698d5b93471435cf396
|
| 3 |
+
size 39691856
|
code_edit/german-00000-of-00001.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:b7c469e8ba0092e922c9ccde1074ce636dfda9cc5a813b15b12ae7a701c58d8e
|
| 3 |
+
size 35880444
|
code_edit/spanish-00000-of-00001.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:b9176458da48ef2bb31c3ca45b9b0e30257c44053d7f8b3dc499af5c22e6bb81
|
| 3 |
+
size 51186760
|
mockup2code/English.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:0b27c3725c8e8a4b8975e54e96bb47a37dcfa63ea5ed439c50559978041ceb8a
|
| 3 |
+
size 414902307
|
mockup2code/French.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:d3ee5b2be98cfc5578bc593ce7f5d65f167144aedbc19e3eca46b02c26138b48
|
| 3 |
+
size 54367567
|
mockup2code/German.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:26fd478b28958fefbbda82fe06f189e2fe0da5f9983123927e04730e231a2539
|
| 3 |
+
size 70486696
|
mockup2code/Spanish.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:533ced428c44b3fb902aaa01cbef89a1b673d3f9162ae28cb6beb9dfcd0a8f1a
|
| 3 |
+
size 14543797
|
web_qa/english.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:2026ee2728684934f20ecb11e2ef1e1c96c6690d43c215a12407161bc9964079
|
| 3 |
+
size 306573273
|
web_qa/french.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:9d1fbebd660649f540d9a0bfe01bd2bedf7bfd591a176ec79413c069bd47e76c
|
| 3 |
+
size 78736984
|
web_qa/german.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:050863600bb3e671552eacca0ba9eabb61a6c014c830335e46818992b01394bf
|
| 3 |
+
size 94020693
|
web_qa/spanish.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:01c41b00215ff9fd0a261866bf51e671907d273799510d9040f65e12c473b8bc
|
| 3 |
+
size 98382195
|