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instruction following benchmark

IFBench

Instruction Following Benchmark evaluating model's ability to follow complex instructions

Updated Aug 7, 2026

Published models28
Registry coverage28
MetricScore
EvidenceB

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  • Ranking
  • Distribution
  • Highlights
  • About
  • FAQ

IFBench leaderboard

Sorted by the source-provided rank. Higher score is better according to the registry.

28 rows
Columns

Show columns

1ACQwen3.8 MaxAlibaba Cloud / Qwen Team82.8%100.0%28CAug 7, 2026
2NVNemotron 3 Ultra (550B A55B)NVIDIA81.7%96.3%28CAug 7, 2026
3NRHermes 3 70BNous Research81.2%92.6%28CAug 7, 2026
4AMNova 2 ProAmazon80.2%88.9%28CAug 7, 2026
5ACQwen3.7 MaxAlibaba Cloud / Qwen Team79.1%85.2%28CAug 7, 2026
6ACQwen3.7-PlusAlibaba Cloud / Qwen Team79.1%81.5%28CAug 7, 2026
7ACQwen3.5-27BAlibaba Cloud / Qwen Team76.5%77.8%28CAug 7, 2026
8ACQwen3.5-397B-A17BAlibaba Cloud / Qwen Team76.5%74.1%28CAug 7, 2026
9ACQwen3.5-122B-A10BAlibaba Cloud / Qwen Team76.1%70.4%28CAug 7, 2026
10MIMAI-Code-1-FlashMicrosoft75.0%66.7%28CAug 7, 2026
11ACQwen3.6 PlusAlibaba Cloud / Qwen Team74.2%63.0%28CAug 7, 2026
12COCommand A+Cohere74.0%59.3%28CAug 7, 2026
13NVNemotron 3 Super (120B A12B)NVIDIA72.6%55.6%28CAug 7, 2026
14INMercury 2Inception71.0%51.9%28CAug 7, 2026
15AMNova 2 LiteAmazon70.8%48.1%28CAug 7, 2026
16ACQwen3.5-35B-A3BAlibaba Cloud / Qwen Team70.2%44.4%28CAug 7, 2026
17MIMiniMax M2.1MiniMax70.0%40.7%28CAug 7, 2026
18OPGPT OSS 120B HighOpenAI69.5%37.0%28CAug 7, 2026
19MIMAI-Thinking-1Microsoft69.0%33.3%28CAug 7, 2026
20MAMistral Medium 3.5Mistral AI69.0%29.6%28CAug 7, 2026
21AMNova 2 OmniAmazon68.7%25.9%28CAug 7, 2026
22LAK-EXAONE-236B-A23BLG AI Research67.3%22.2%28CAug 7, 2026
23ACQwen3.5-9BAlibaba Cloud / Qwen Team64.5%18.5%28CAug 7, 2026
24ACQwen3.5-4BAlibaba Cloud / Qwen Team59.2%14.8%28CAug 7, 2026
25MAMistral Small 4Mistral AI48.0%11.1%28CAug 7, 2026
26ACQwen3.5-2BAlibaba Cloud / Qwen Team41.3%7.4%28CAug 7, 2026
27AMNova 2 SonicAmazon37.5%3.7%28CAug 7, 2026
28ACQwen3.5-0.8BAlibaba Cloud / Qwen Team21.0%0.0%28CAug 7, 2026

Score distribution

Top published rows on the benchmark's original scale.

IFBench

IFBench highlights

The top published results on this benchmark's own scale.

Rank #1Qwen3.8 Max82.8%Rank #2Nemotron 3 Ultra (550B A55B)81.7%Rank #3Hermes 3 70B81.2%Rank #4Nova 2 Pro80.2%

What is IFBench?

Definition and scoring fields from the benchmark registry.

Instruction Following Benchmark evaluating model's ability to follow complex instructions

Scores are shown in ratio. The current registry marks this benchmark as not independently verified with evidence level B.

Family
IFBench
Modality
text
Primary category
instruction following
Score direction
higher
LLMBoard eligible
Yes
Evaluation key
ifbench|llm-stats-current

Source-native results are preserved. Eligibility for the overall LLMBoard score is a separate policy decision.

FAQ

Common questions about IFBench.

Which model scores highest on IFBench?

Qwen3.8 Max is currently ranked first with 82.8%.

What does IFBench measure?

Instruction Following Benchmark evaluating model's ability to follow complex instructions

Is a higher score better?

Yes. Higher values rank better for this benchmark.

How many models are compared?

28 unique published model results are currently shown.

Does this benchmark affect the overall score?

This benchmark is marked as eligible for the current LLMBoard capability methodology.

Rankings

OverallCodingText ArenaPricing

Modalities

Image GenerationVideo GenerationSpeech-to-TextEmbeddings

Benchmarks

All BenchmarksReasoningMathCoding

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