LLM Benchmarks — Scores, Methodology & Live Rankings
What each benchmark measures, how models score, and the current rankings
Multi-Challenge
Instruction Following
Multi-Challenge - multi-turn instruction following benchmark by ScaleAI.
IFBench
Instruction Following
IFBench - instruction following benchmark. General score from Qwen3.8 model card.
Ifstruct V1
Instruction Following
Ifstruct V1 - instruction following structured evaluation benchmark by LiquidAI.
Arena-Hard v2
Instruction Following
Arena-Hard v2 - instruction-following chat benchmark; win rate evaluated by GPT-4.1 for reproducibility.
WritingBench
Instruction Following
WritingBench - benchmark evaluating fine-grained writing capabilities with verifiable constraints.
Creative Writing v3
Instruction Following
Creative Writing v3 - Qwen's creative writing quality evaluation benchmark.
Multi-IF
Instruction Following
Multi-IF - multi-turn instruction following benchmark evaluating complex multi-constraint instruction adherence.
SGD/SGD-X
Instruction Following
Schema-Guided Dialogue (SGD) evaluated with SGD-X robustness prompts, scored as macro-F1 on a 0-100 scale in Cloudflare's internal Decision Index 0.2.1 suite.
MM-IFEval
Instruction Following
MM-IFEval as evaluated on the LFM3-VL-2B card (vision benchmark, with-thinking setting): General category, with-thinking column. Multimodal instruction follo...
IFEval
Instruction Following
IFEval - Instruction Following Evaluation benchmark for measuring LLM instruction-following capabilities.
IFBench (prompt loose)
Instruction Following
IFBench (prompt loose) - instruction following benchmark, loose prompt evaluation.