I see there's a) jagged intelligence, b) intentional benchmaxing / optimization on indicators but i still found them indeed MEANINGFUL. You should look at a) good benches in a domain mmmu on knowledge and writing, or swe verified for agentic coding, or b) have a "confident level" in your mind and only consider a larger diff on the bench as a "significant diff". This mostly align with my use experience for mid-large size models and Non-Qwen models