aiqbench analysis

vLLM's release of Decision 3.0 introduces five open-source multimodal models capable of performing classification, binary decision-making, and scoring tasks on text and images in a single inference pass without generating natural language output. This development addresses the need for efficient, low-latency reasoning capabilities within large-scale AI systems by providing lightweight alternatives to traditional generative approaches.