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ModelScale

Instruction Following benchmark

IFEval leaderboard

Instruction-Following Eval. Every model the catalog carries a published IFEval value for, ranked by that value.

CategoryInstruction Following
MeasureConstrained generation
Tasks541 prompts across 25 instruction types
DifficultyInstruction precision

A benchmark of 541 prompts built from 25 verifiable instruction types. It tests whether a model follows checkable constraints such as keyword, length, casing, and response-format requirements.

IFEval ranking

33 models with a published IFEval value, ordered by that value, highest first. Models the source has not scored on this benchmark are not listed — they are unmeasured, not last.

Models ranked by their published Instruction-Following Eval value
RankModelProviderConstrained generation
1Qwen3.5-27BAlibaba95
2Agents-A1InternScience94.82
3Agents-A1-4BInternScience94.8
4Qwen3.7 PlusAlibaba94.6
5Qwen3.6 PlusAlibaba94.3
5Qwen3.7 MaxAlibaba94.3
7DSdots3-note PreviewDots Studio93.9
7Kimi K2.5Moonshot AI93.9
7o3-miniOpenAI93.9
10Qwen3.5-122B-A10BAlibaba93.4
11GLM-5Z.AI92.6
11Qwen3.5 397BAlibaba92.6
13K-EXAONE 2.0LG AI Research92.4
14o1OpenAI92.2
15Qwen3.5-35B-A3BAlibaba91.9
16LFM2.5-8B-A1BLiquidAI91.84
17PMTernary Bonsai 2 27BPrism ML91.31
18Claude Opus 4.5Anthropic90.9
19GPT-4.1 miniOpenAI88.5
20GPT-4.1OpenAI87.4
21OPMiniCPM5-2BOpenBMB86.7
22DeepSeek V3DeepSeek86.1
23ZYZAYA1-8BZyphra85.58
24GPT-4.1 nanoOpenAI83.2
25LFM2.5-VL-3BLiquidAI82.3
26KAKanana-2 3B InstructKakao80.96
27CECeleris-1Celeris80.8
28OPMiniCPM5-1BOpenBMB80.41
29KAKanana-2 1.3B InstructKakao77.63
30JEMellum2-12B-A2.5B-ThinkingJetBrains76.5
31JEMellum2-12B-A2.5B-InstructJetBrains75.8
32LFM2.5-230MLiquidAI71.71
33LFM2.5-VL-450MLiquidAI61.16

Evidence key: Observed

Rows are ordered by the value Instruction-Following Evaluation for Large Language Models published, highest first. The source does not state whether a higher value is the better result, so this page does not either: for a benchmark that measures a rate of failure, read the table from the bottom.

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