Knowledge-Based Visual Question Answering on INFOSEEK
42.5FR (All)VLM-PRF w/ RL
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| VLM-PRF w/ RLLLM/MLLM Backbone=InternVL3-8B2026.05 | 42.5 | 43.5 | 42.1 | 5.8 | |
| VLM-PRFLLM/MLLM Backbone=Qwen2.5-VL-7B2026.05 | 39.5 | 40 | 39.4 | 6.4 | |
| MMKB-RAGLLM/MLLM Backbone=Qwen2-VL-7B2026.05 | 36.4 | 36.4 | 36.3 | 6.6 | |
| Wiki-LLaVALLM/MLLM Backbone=Vicuna-7B2026.05 | 28.9 | 30.1 | 27.8 | 8.2 | |
| ReflectiVALLM/MLLM Backbone=LLaMA-3.1-8B2026.05 | 28.3 | 28.6 | 28.1 | 9 | |
| EchoSightLLM/MLLM Backbone=Mistral-7B/LLaMA-3-8B2026.05 | 27.5 | — | — | 9.1 | |
| Wiki-LLaVALLM/MLLM Backbone=LLaMA-3.1-8B2026.05 | 27.1 | 28.6 | 25.7 | 8.3 | |
| KU-RAGLLM/MLLM Backbone=GPT-4o2026.05 | 26.1 | — | — | 7.1 | |
| RORA-VLMLLM/MLLM Backbone=Vicuna-7B2026.05 | 26 | 25.1 | 27.3 | 9.2 | |
| LLaVA-NeXT-8BLLM/MLLM Backbone=-2026.05 | 23.6 | 23.7 | 24 | 9 | |
| Qwen2.5-VL-7BLLM/MLLM Backbone=-2026.05 | 23.2 | 22.8 | 24 | 9 | |
| LLaVA-NeXT-7BLLM/MLLM Backbone=-2026.05 | 23.1 | 23.2 | 23.4 | 9 | |
| Qwen2.5-VL-3BLLM/MLLM Backbone=-2026.05 | 20.7 | 20.2 | 21.7 | 10 | |
| EchoSightLLM/MLLM Backbone=LLaMA-3.1-8B2026.05 | 18.8 | 18 | 19.8 | 9.1 | |
| Qwen2-VL-7BLLM/MLLM Backbone=-2026.05 | 16.1 | 15.4 | 16.8 | 11.1 | |
| DPRV +TLLM/MLLM Backbone=Multi-passage BERT2026.05 | 12.4 | — | — | 11.2 | |
| LLaVA-1.5LLM/MLLM Backbone=Vicuna-7B2026.05 | 9.5 | 9.6 | 9.4 | 12.5 | |
| LLaVA-1.5LLM/MLLM Backbone=LLaMA-3.1-8B2026.05 | 7.8 | 8.3 | 8.9 | 12.5 |