Our new X account is live! Follow @wizwand_team for updates
Home
/
Benchmarks
Multimodal Document Question Answering on MMLongBench
Loading...
43.2
Accuracy
Ours
3.888
14.094
24.3
34.506
Jan 26, 2026
Jan 29, 2026
Feb 1, 2026
Feb 4, 2026
Feb 7, 2026
Feb 10, 2026
Feb 13, 2026
Accuracy
Updated 4d ago
Evaluation Results
Method
Method
Links
Accuracy
Ours
Category=RAG-based, To...
2026.01
43.2
Ours
Category=RAG-based, To...
2026.01
35
MDocAgent
Category=RAG-based, To...
2026.01
33.8
VimRAG
Backbone=Qwen3-VL-8B-I...
2026.02
33.4
Mem1
Backbone=Qwen3-VL-8B-I...
2026.02
32.6
VimRAG
Backbone=Qwen3-VL-4B-I...
2026.02
28.1
Mem1
Backbone=Qwen3-VL-4B-I...
2026.02
27.1
Qwen-2.5-VL-7B-Instruct
Category=LVLM-based
2026.01
20.4
VideoRAG
Backbone=Qwen3-VL-8B-I...
2026.02
18.2
LLaVA-1.6-7B-Instruct
Category=LVLM-based
2026.01
17.6
VideoRAG
Backbone=Qwen3-VL-4B-I...
2026.02
16.2
Vanilla RAG
Backbone=Qwen3-VL-8B-I...
2026.02
16.2
ReAct
Backbone=Qwen3-VL-8B-I...
2026.02
15.4
Vanilla RAG
Backbone=Qwen3-VL-4B-I...
2026.02
15.2
MemAgent
Backbone=Qwen3-VL-8B-I...
2026.02
14.7
ReAct
Backbone=Qwen3-VL-4B-I...
2026.02
13.9
MemAgent
Backbone=Qwen3-VL-4B-I...
2026.02
12.4
UniversalRAG
Backbone=Qwen3-VL-8B-I...
2026.02
6.6
UniversalRAG
Backbone=Qwen3-VL-4B-I...
2026.02
5.4
Feedback
Search any
task
Search any
task