ResearchBenchmarksPrompt-Image Alignment on FairCoT-ProfPrompt-Image Alignment on FairCoT-ProfFollow71Alignment ScoreVQAScore23.1635.584860.42Oct 26, 2025Evaluation resultsMethodMethodLinksAlignment ScoreAccuracyVQAScoreBackbone=BLIP-2Backbone=BLIP-22025.107171GPT2025.107167Gemini2025.1070.266.1VIEScoreBackbone=QwenBackbone=Qwen2025.1063—Llama2025.1044.868.5CLIP2025.102547.1