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Semantic Anomaly Detection on SAVANT

94AccuracyQwen2.5-VL-7B (FT)
53.4463.9774.585.03Oct 20, 2025

Evaluation results

MethodLinks
Qwen2.5-VL-7B (FT)Evaluation protocol=Fine-Tuned (FT), Inference time (s)=0.08, Output tokens=2, Number of queries=12025.1094919794
Gemini-2.0-FE (full_opt)Evaluation protocol=Full optimized (full_opt), Inference time (s)=17.8, Output tokens=791, Number of queries=52025.1088908688
Qwen2.5-VL-7B (PFT)Evaluation protocol=Pipeline Fine-Tuned (PFT), Inference time (s)=13.85, Output tokens=788, Number of queries=22025.1084828583
Qwen2.5-VL-7B (NFT)Evaluation protocol=Non-Fine-Tuned (NFT), Inference time (s)=1.74, Output tokens=105, Number of queries=12025.1055485552