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ResearchFormerly WizWand

Document Visual Question Answering on SlideVQA

0.849AccuracySlideAgent
0.118920.308460.4980.68754Oct 30, 2025Dec 1, 2025Jan 3, 2026Feb 4, 2026Mar 9, 2026Apr 10, 2026May 13, 2026
Updated 5mo ago

Evaluation results

MethodLinks
SlideAgentMethod Type=Multimodal RAG (Type 2) and Agentic Methods (Type 3), Base Model=GPT-4o2025.100.8490.9050.804
Gemini-2.5-FlashMethod Type=Multimodal LLMs (Type 1)2025.100.8380.9180.783
ViDoRAGMethod Type=Multimodal RAG (Type 2) and Agentic Methods (Type 3), Base Model=GPT-4o2025.100.8110.8810.764
VDocRAGMethod Type=Multimodal RAG (Type 2) and Agentic Methods (Type 3), Base Model=GPT-4o2025.100.80.8780.75
COLPALIMethod Type=Multimodal RAG (Type 2) and Agentic Methods (Type 3), Base Model=GPT-4o2025.100.7880.8340.737
Claude-4.1-OpusMethod Type=Multimodal LLMs (Type 1)2025.100.7840.8230.743
VisRAGMethod Type=Multimodal RAG (Type 2) and Agentic Methods (Type 3), Base Model=GPT-4o2025.100.7820.8540.731
GPT-4oMethod Type=Multimodal LLMs (Type 1)2025.100.770.840.721
Gemini-2.0-FlashMethod Type=Multimodal LLMs (Type 1)2025.100.750.7980.713
Gemini-2.5-Flash-LiteMethod Type=Multimodal LLMs (Type 1)2025.100.7120.870.608
Claude-3.7-SonnetSize=-, Paradigm=End-to-End2025.120.6290.763—
Claude-3.5-HaikuMethod Type=Multimodal LLMs (Type 1)2025.100.6250.5460.683
VimRAGBackbone=Qwen3-VL-8B-Instruct2026.020.624——
GPT-4.1Size=-, Paradigm=End-to-End2025.120.6150.747—
CogDocSize=7B, Paradigm=Unified Thinking2025.120.5830.679—
MoCASize=7B2026.050.583——
Mem1Backbone=Qwen3-VL-8B-Instruct2026.020.557——
GPT-4oSize=-, Paradigm=End-to-End2025.120.5310.658—
GPT-4oSize=-2026.050.531——
VimRAGBackbone=Qwen3-VL-4B-Instruct2026.020.528——
FRAGSize=8B, Paradigm=RAG2025.120.5240.639—
InternVL3-8BSize=8B, Paradigm=End-to-End2025.120.5160.644—
VisRAGSize=8B, Paradigm=RAG2025.120.5090.524—
ReActBackbone=Qwen3-VL-8B-Instruct2026.020.5——
Mem1Backbone=Qwen3-VL-4B-Instruct2026.020.498——
M3DocRAGSize=10B, Paradigm=RAG2025.120.4880.579—
mPLUG-Owl3Size=7B2026.050.488——
Vanilla RAGBackbone=Qwen3-VL-8B-Instruct2026.020.485——
GPT-4o miniSize=-, Paradigm=End-to-End2025.120.4810.607—
GPT-4o-miniSize=-2026.050.481——
MiMo-VL-7B-SFTSize=7B, Paradigm=End-to-End2025.120.480.619—
MemAgentBackbone=Qwen3-VL-8B-Instruct2026.020.453——
ReActBackbone=Qwen3-VL-4B-Instruct2026.020.449——
Vanilla RAGBackbone=Qwen3-VL-4B-Instruct2026.020.448——
MemAgentBackbone=Qwen3-VL-4B-Instruct2026.020.431——
Pixel ReasonerSize=7B2026.050.421——
VDocRAGSize=8B, Paradigm=RAG2025.120.420.44—
Qwen2.5-VL-7B-InstructSize=7B, Paradigm=End-to-End2025.120.3890.498—
Qwen2.5-VL-InstructSize=7B2026.050.389——
Qwen2.5-VL-72B-InstructSize=72B, Paradigm=End-to-End2025.120.3880.544—
Qwen2.5-VL-InstructSize=72B2026.050.388——
VL-RethinkerSize=7B2026.050.385——
DocopilotSize=8B, Paradigm=End-to-End2025.120.3570.431—
DocopilotSize=8B2026.050.357——
VideoRAGBackbone=Qwen3-VL-8B-Instruct2026.020.355——
Llava-OVSize=7B2026.050.35——
VideoRAGBackbone=Qwen3-VL-4B-Instruct2026.020.34——
DeepEyesSize=7B2026.050.33——
SV-RAGSize=8B, Paradigm=RAG2025.120.320.343—
mPLUG-DocOwl2Size=8B, Paradigm=End-to-End2025.120.2540.304—
R1-VLSize=7B2026.050.221——
UniversalRAGBackbone=Qwen3-VL-8B-Instruct2026.020.172——
UniversalRAGBackbone=Qwen3-VL-4B-Instruct2026.020.147——
Claude-3.7-SonnetBackbone=-, Param=-, Paradigm=E2E2026.04—0.763—
CogDocBackbone=Qwen2.5-VL, Param=7B, Paradigm=Agent2026.04—0.679—
Doc-V* (GRPO)Backbone=Qwen2.5-VL, Param=7B, Paradigm=Agent2026.04—0.772—
Doc-V* (SFT)Backbone=Qwen2.5-VL, Param=7B, Paradigm=Agent2026.04—0.738—
DocopilotBackbone=InternVL2, Param=8B, Paradigm=E2E2026.04—0.431—
GPT-4.1Backbone=-, Param=-, Paradigm=E2E2026.04—0.747—
GPT-4oBackbone=-, Param=-, Paradigm=E2E2026.04—0.658—
GPT-4o miniBackbone=-, Param=-, Paradigm=E2E2026.04—0.607—
InternVL3Backbone=InternViT / Qwen2.5, Param=8B, Paradigm=E2E2026.04—0.644—
M3DocRAGBackbone=Qwen2-VL, Param=7B, Paradigm=RAG2026.04—0.557—
mPLUG-DocOwl2Backbone=ViT / LLaMa, Param=8B, Paradigm=E2E2026.04—0.278—
Qwen2.5-VL (Baseline)Backbone=Qwen2.5-VL, Param=7B, Paradigm=E2E2026.04—0.552—
Qwen2.5-VL (RAG Top-5)Backbone=Qwen2.5-VL, Param=7B, Paradigm=RAG2026.04—0.629—
SV-RAGBackbone=InternVL2, Param=4B, Paradigm=RAG2026.04—0.343—
VDocRAGBackbone=Phi3-Vision, Param=4B, Paradigm=RAG2026.04—0.42—
VisRAGBackbone=MiniCPM-V 2.6, Param=8B, Paradigm=RAG2026.04—0.524—