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instruction following benchmark

AdvancedIF Leaderboard

AdvancedIF is a rubric-based benchmark for complex, multi-turn, and system-prompted instruction-following ability.

Updated Sep 5, 2026

Models2
Model coverage2
MetricScore
EvidenceB

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AdvancedIF Ranking

Higher score ranks better on this benchmark.

2 rows
Columns

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Sort by
Rank
Model
Score
Percentile
Participants
Evidence
Evaluated
Rank01ModelMIMAI-Thinking-1MicrosoftScore85.00%Percentile100.00%Participants2EvidenceCEvaluatedSep 8, 2026
Rank02ModelMIMAI-Code-1-FlashMicrosoftScore71.40%Percentile0.00%Participants2EvidenceCEvaluatedSep 8, 2026

AdvancedIF Highlights

The leading models and scores on this benchmark.

Rank #1MAI-Thinking-185.00%Rank #2MAI-Code-1-Flash71.40%

AdvancedIF Score Distribution

A closer view of the leading scores on this benchmark.

AdvancedIF

The Top AI Models for AdvancedIF

The first five results on this benchmark, with official price and output speed added where the model identity can be matched.

What is AdvancedIF?

What AdvancedIF measures and how its scores work.

AdvancedIF is a rubric-based benchmark scored by a calibrated LLM judge against per-instruction rubrics.

It measures complex, multi-turn, and system-prompted instruction-following ability using the Score metric, reported as a ratio.

Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.

Family
AdvancedIF
Modality
text
Primary category
instruction following
Score direction
higher
LLMBoard eligible
No
Evaluation key
overall

LLM Stats. Benchmark scores retain their original unit. Overall score eligibility is shown separately.

FAQ

Common questions about AdvancedIF.

Which model scores highest on AdvancedIF?

MAI-Thinking-1 is currently ranked first with 85.00%.

What are the top three models on AdvancedIF?

The current leaders are MAI-Thinking-1 (85.00%) and MAI-Code-1-Flash (71.40%).

Which AdvancedIF model has the lowest official input price?

No matched official input price is currently available.

Which models are fastest among AdvancedIF results?

No matched runtime record is currently available.

Does the highest score result prove overall model quality?

No. This benchmark measures one defined capability or task. The overall LLMBoard score uses a separate aggregation across eligible benchmark evidence.

What does AdvancedIF measure?

It measures complex, multi-turn, and system-prompted instruction-following ability using the Score metric, reported as a ratio.

Is a higher score better?

Yes. Higher values rank better for this benchmark.

How many models are compared?

2 model results are currently shown.

Does this benchmark affect the overall score?

No. This benchmark is shown for reference but does not contribute to the overall score.

Ranking basisThis advancedif AI model leaderboard uses descending score in the benchmark original unit. The leaderboard ranking keeps matched price and speed data separate from benchmark evidence.

  1. 01
    MI
    MAI-Thinking-1Microsoft
    Score
    85.00%

    Strengths

    • Ranks #1 of 2 compared models
    • 100th percentile on this benchmark
    • C evidence result

    Considerations

    • This result measures AdvancedIF, not total model capability
  2. 02
    MI
    MAI-Code-1-FlashMicrosoft
    Score
    71.40%

    Strengths

    • Ranks #2 of 2 compared models
    • 0th percentile on this benchmark
    • C evidence result

    Considerations

    • This result measures AdvancedIF, not total model capability

Selection summary

Best AI Models for AdvancedIF

MAI-Thinking-1 currently leads AdvancedIF with 85.00%. It is the top model on this specific benchmark, while the best LLM for the broader task should also be checked against other benchmarks, price, and runtime.

Use this leaderboard with the supporting benchmark results and coverage details above. A leaderboard position summarizes the selected ranking signal; it does not replace workload-specific testing.

Benchmark rank #1MAI-Thinking-185.00%
Benchmark rank #2MAI-Code-1-Flash71.40%