DocVQA

DocVQA: Measures visual question answering, OCR, document understanding, chart comprehension, or layout-aware reasoning.

164rows
scoreprimary metric
2026-05-27sampled

Metadata

ID
docvqa
Category
Intelligence
Release
Unknown

Metrics

Score, Figure/Diagram, Form, Table/List, Layout, Free_text, Image/Photo, Handwritten, Yes/No, Others

Latest Results

Rows are parsed from the official Robust Reading Competition DocVQA Task 1 static HTML results table.

Rank Subject Score Model Match Provenance Sampled
1 Human Performance 0.9811 — Imported 2026-05-27
2 ORCA 0.9729 — Imported 2026-05-27
3 NEXT-8B 0.9728 — Imported 2026-05-27
4 qwen3vl 0.9725 — Imported 2026-05-27
5 Seed-VL-1.5 0.9691 — Imported 2026-05-27
6 Star_LLM 0.9671 — Imported 2026-05-27
7 qwen2-vl 0.967 — Imported 2026-05-27
8 1 0.9607 — Imported 2026-05-27
9 3 0.959 — Imported 2026-05-27
10 InternVL2-Pro (generalist) 0.9506 — Imported 2026-05-27
11 MiMo-VL-7B-RL 0.9501 — Imported 2026-05-27
12 VideoLLaMA3-7B 0.9494 — Imported 2026-05-27
13 LLaVA-One-Vision-1.5-8B-Instruct 0.9484 — Imported 2026-05-27
14 Snowflake Arctic-Extract 7B 0.947 — Imported 2026-05-27
15 CATI-VLM-IoT 0.9448 — Imported 2026-05-27
16 0 0.9435 — Imported 2026-05-27
17 test 0.9406 — Imported 2026-05-27
18 Molmo-72B 0.9351 — Imported 2026-05-27
19 CCK-KVQwen 0.9348 — Imported 2026-05-27
20 Qwen2.5-3B-lite 0.9342 — Imported 2026-05-27
21 DeepSeek-VL2 0.933 — Imported 2026-05-27
22 qwenvl-max (single generalist model) 0.9307 — Imported 2026-05-27
23 Master Thesis 0.9298 — Imported 2026-05-27
24 Zamba2-VL-7B 0.9287 — Imported 2026-05-27
25 ZAYA1-VL-8B 0.9251 — Imported 2026-05-27
26 CATI-VLM 0.9242 — Imported 2026-05-27
27 Vary (using multi crop) 0.9241 — Imported 2026-05-27
28 InternVL-1.5-Plus (generalist) 0.9234 — Imported 2026-05-27
29 MLCD-Embodied-7B: Multi-label Cluster Discrimination for Visual Representation Learning 0.9158 — Imported 2026-05-27
30 qwenvl-plus (single generalist model) 0.9141 — Imported 2026-05-27
31 Zamba2-VL-2.7B 0.9092 — Imported 2026-05-27
32 granite-vision-3.3-2b 0.9087 — Imported 2026-05-27
33 SMoLA-PaLI-X Specialist Model 0.9084 — Imported 2026-05-27
34 PP-DocBee-2B 0.9056 — Imported 2026-05-27
35 SMoLA-PaLI-X Generalist Model 0.9055 — Imported 2026-05-27
36 Snowflake Arctic-TILT 0.8B (fine-tuned) 0.902 — Imported 2026-05-27
37 BAIDU-DI 0.9016 — Imported 2026-05-27
38 InternLM-XComposer2-4KHD-7B 0.9002 — Imported 2026-05-27
39 ScreenAI 5B 0.8988 — Imported 2026-05-27
40 Snowflake Arctic-TILT 0.8B (zero-shot) 0.8881 — Imported 2026-05-27
41 Tencent Youtu 0.8866 — Imported 2026-05-27
42 ERNIE-Layout 2.0 0.8841 — Imported 2026-05-27
43 DocFormerv2 (Single Model with 750M Parameters) 0.8784 — Imported 2026-05-27
44 BlueLM-V-3B 0.8775 — Imported 2026-05-27
45 neetolab-sota-v1 0.8759 — Imported 2026-05-27
46 Mybank-DocReader 0.8755 — Imported 2026-05-27
47 ERNIE-Layout 1.0 0.8753 — Imported 2026-05-27
48 Zamba2-VL-1.2B 0.8743 — Imported 2026-05-27
49 Mini-Monkey 0.8738 — Imported 2026-05-27
50 GPT-4 Vision Turbo + Amazon Textract OCR 0.8736 — Imported 2026-05-27
51 Applica.ai TILT 0.8705 — Imported 2026-05-27
52 PaLI-X (Google Research; Single Generative Model) 0.8679 — Imported 2026-05-27
53 LayoutLM 2.0 (single model) 0.8672 — Imported 2026-05-27
54 table-r1_qx 0.8672 — Imported 2026-05-27
55 Qwen3.5_0.8B_test 0.8662 — Imported 2026-05-27
56 54_nnrc_zephyr 0.856 — Imported 2026-05-27
57 Alibaba DAMO NLP 0.8506 — Imported 2026-05-27
58 PingAn-OneConnect-Gammalab-DQA 0.8484 — Imported 2026-05-27
59 PaliGemma-3B (finetune, 896px) 0.8477 — Imported 2026-05-27
60 Spatial LLM v1.2 0.8443 — Imported 2026-05-27
61 LayoutLMv2_star_seg_large 0.843 — Imported 2026-05-27
62 Vlm(qwen) 0.8411 — Imported 2026-05-27
63 MoVA-8B (generalist) 0.8341 — Imported 2026-05-27
64 LATIN-Prompt + Claude (Zero shot) 0.8336 — Imported 2026-05-27
65 llama3-qwenvit 0.8318 — Imported 2026-05-27
66 gemma+ocr 0.8282 — Imported 2026-05-27
67 DIVE-Doc (FRD) 0.8267 — Imported 2026-05-27
68 36_nnrc_llama2 0.8239 — Imported 2026-05-27
69 Qwen2.5-VL_DocVQA_2409 0.823 — Imported 2026-05-27
70 nnrc_udop_224_6ds 0.8227 — Imported 2026-05-27
71 loixc-onestage 0.8221 — Imported 2026-05-27
72 loixc-vqa 0.8127 — Imported 2026-05-27
73 Vis(qwen) 0.8093 — Imported 2026-05-27
74 Docugami-Layout 0.8031 — Imported 2026-05-27
75 Vary 0.7916 — Imported 2026-05-27
76 llama 0.7902 — Imported 2026-05-27
77 LayoutLMV2-large on Textract 0.7873 — Imported 2026-05-27
78 LayoutLMv2_star_seg 0.7859 — Imported 2026-05-27
79 PaliGemma-3B (finetune, 448px) 0.7802 — Imported 2026-05-27
80 YoBerDaV2 Single-page 0.7749 — Imported 2026-05-27
81 Structural LM-v2 0.7674 — Imported 2026-05-27
82 llama3-intern6b 0.767 — Imported 2026-05-27
83 pix2struct-large 0.7656 — Imported 2026-05-27
84 Submission_ErnieLayout_base_finetuned_on_DocVQA_en_train_dev_textract_word_segments_ck-14000 0.7599 — Imported 2026-05-27
85 Gemma 2b + OCR 0.7517 — Imported 2026-05-27
86 DOLMA_multifinetuning 0.7458 — Imported 2026-05-27
87 instructblip 0.7429 — Imported 2026-05-27
88 Ivy-VL 0.7417 — Imported 2026-05-27
89 Ivy-VL-01 0.7417 — Imported 2026-05-27
90 QA_Base_MRC_2 0.7415 — Imported 2026-05-27
91 tixc-vqa 0.7413 — Imported 2026-05-27
92 QA_Base_MRC_1 0.7407 — Imported 2026-05-27
93 QA_Base_MRC_4 0.7348 — Imported 2026-05-27
94 QA_Base_MRC_3 0.7322 — Imported 2026-05-27
95 0713ap +gpt4o(no v) 0.7309 — Imported 2026-05-27
96 VisFocus-Base 0.7285 — Imported 2026-05-27
97 QA_Base_MRC_5 0.7274 — Imported 2026-05-27
98 Dolma multifinetuning 7 0.7219 — Imported 2026-05-27
99 pix2struct-base 0.7213 — Imported 2026-05-27
100 1010ap +gpt4o(no v) 0.7201 — Imported 2026-05-27
101 MiniCPM-V-2 0.7187 — Imported 2026-05-27
102 LayoutLM-base+GNN 0.6984 — Imported 2026-05-27
103 Electra Large Squad 0.6961 — Imported 2026-05-27
104 YoBerDaV1 Multi-page 0.6904 — Imported 2026-05-27
105 HyperDQA_V4 0.6893 — Imported 2026-05-27
106 HyperDQA_V3 0.6769 — Imported 2026-05-27
107 GPT3.5 0.6759 — Imported 2026-05-27
108 HyperDQA_V2 0.6734 — Imported 2026-05-27
109 HyperDQA_V1 0.6717 — Imported 2026-05-27
110 LATIN-Tuning-Prompt + Alpaca (Zero-shot) 0.6687 — Imported 2026-05-27
111 donut_base 0.659 — Imported 2026-05-27
112 ViTLP 0.6588 — Imported 2026-05-27
113 DocVQA: A Dataset for VQA on Document Images 0.6566 — Imported 2026-05-27
114 BROS_BASE (WebViCoB 6.4M) 0.6563 — Imported 2026-05-27
115 Layoutlm_DocVQA+Token_v2 0.6562 — Imported 2026-05-27
116 donut_half_input_imageSize 0.6536 — Imported 2026-05-27
117 Bert Large 0.6447 — Imported 2026-05-27
118 Dessurt 0.6322 — Imported 2026-05-27
119 dolma 0.6196 — Imported 2026-05-27
120 Vlm(llama) 0.5914 — Imported 2026-05-27
121 bert fulldata fintuned 0.59 — Imported 2026-05-27
122 bert finetuned 0.5872 — Imported 2026-05-27
123 HyperDQA_V0 0.5715 — Imported 2026-05-27
124 LayoutLM_Docvqa+Token_v0 0.498 — Imported 2026-05-27
125 LayoutLMv2, Tesseract OCR eval (dataset OCR trained) 0.4961 — Imported 2026-05-27
126 Vis(llama) 0.4919 — Imported 2026-05-27
127 LayoutLMv2, Tesseract OCR eval (Tesseract OCR trained) 0.4815 — Imported 2026-05-27
128 donut_large_encoderSize_finetuned_20_epoch 0.4673 — Imported 2026-05-27
129 bert 0.4557 — Imported 2026-05-27
130 UGLIFT v0.1 (Clova OCR) 0.4417 — Imported 2026-05-27
131 PaliGemma-3B (finetune, 224px) 0.4374 — Imported 2026-05-27
132 HocrEN(Technique 2) - qwen7b 0.4282 — Imported 2026-05-27
133 HocrEN(Technique 2) - qwen14b 0.3794 — Imported 2026-05-27
134 Finetuning LayoutLMv3_Base 0.3596 — Imported 2026-05-27
135 testtest 0.3569 — Imported 2026-05-27
136 Plain BERT QA 0.3524 — Imported 2026-05-27
137 Clova OCR V0 0.3489 — Imported 2026-05-27
138 HDNet 0.3401 — Imported 2026-05-27
139 CLOVA OCR 0.3296 — Imported 2026-05-27
140 donut_small_encoderSize_finetuned_20_epoch 0.3157 — Imported 2026-05-27
141 docVQAQV_V0.1 0.3016 — Imported 2026-05-27
142 HocrEN(Technique 2) - qwen32b 0.2931 — Imported 2026-05-27
143 m-rope2 0.2676 — Imported 2026-05-27
144 HocrEN(Technique 2) - llama 0.2488 — Imported 2026-05-27
145 dsf 0.2431 — Imported 2026-05-27
146 docVQAQV_V0 0.2342 — Imported 2026-05-27
147 HocrEN(Technique 2) - mistral 0.183 — Imported 2026-05-27
148 gmini25 0.1714 — Imported 2026-05-27
149 doubao15 0.1585 — Imported 2026-05-27
150 claude37 0.1584 — Imported 2026-05-27
151 gpt4o 0.1541 — Imported 2026-05-27
152 wenxin45 0.1477 — Imported 2026-05-27
153 seq2seq 0.1081 — Imported 2026-05-27
154 lixiang-vlm-7b-handled 0.099 — Imported 2026-05-27
155 lixiang-vlm-7b 0.0631 — Imported 2026-05-27
156 sg 0.0603 — Imported 2026-05-27
157 dfnb 0.0595 — Imported 2026-05-27
158 clipb 0.0588 — Imported 2026-05-27
159 dfnl 0.0585 — Imported 2026-05-27
160 lixiang-vlm handled 0.0536 — Imported 2026-05-27
161 lixiang-vlm 0.0264 — Imported 2026-05-27
162 table-r1 0 — Imported 2026-05-27
163 Test Submission 0 — Imported 2026-05-27
164 zs 0 — Imported 2026-05-27