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general benchmark

MultiLF Leaderboard

MultiLF is a general benchmark with a Score metric reported as a ratio.

Updated Sep 5, 2026

Models2
Model coverage2
MetricScore
EvidenceB

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MultiLF Ranking

Higher score ranks better on this benchmark.

2 rows
Columns

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Sort by
Rank
Model
Score
Percentile
Participants
Evidence
Evaluated
Rank01ModelACQwen3 32BAlibaba Cloud / Qwen TeamScore73.00%Percentile100.00%Participants2EvidenceCEvaluatedSep 8, 2026
Rank02ModelACQwen3 235B A22BAlibaba Cloud / Qwen TeamScore71.90%Percentile0.00%Participants2EvidenceCEvaluatedSep 8, 2026

MultiLF Highlights

The leading models and scores on this benchmark.

Rank #1Qwen3 32B73.00%Rank #2Qwen3 235B A22B71.90%

MultiLF Score Distribution

A closer view of the leading scores on this benchmark.

MultiLF

The Top AI Models for MultiLF

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

What is MultiLF?

What MultiLF measures and how its scores work.

MultiLF is a benchmark.

It measures Score, reported as a ratio.

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

Family
MultiLF
Modality
text
Primary category
general
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 MultiLF.

Which model scores highest on MultiLF?

Qwen3 32B is currently ranked first with 73.00%.

What are the top three models on MultiLF?

The current leaders are Qwen3 32B (73.00%) and Qwen3 235B A22B (71.90%).

Which MultiLF model has the lowest official input price?

Qwen3 32B has the lowest matched official input price at $0.70 input / $2.8 output per 1M tokens.

Which models are fastest among MultiLF results?

The fastest matched records are Qwen3 32B (26.95 tok/s via DeepInfra) and Qwen3 235B A22B (21.74 tok/s via DeepInfra).

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 MultiLF measure?

It measures Score, 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 multilf 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
    AC
    Qwen3 32BAlibaba Cloud / Qwen Team
    Score
    73.00%
    Price
    $0.70 input / $2.8 output per 1M tokens
    Speed
    Up to 26.95 tok/s via DeepInfra

    Strengths

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

    Considerations

    • This result measures MultiLF, not total model capability
  2. 02
    AC
    Qwen3 235B A22BAlibaba Cloud / Qwen Team
    Score
    71.90%
    Price
    $0.70 input / $2.8 output per 1M tokens
    Speed
    Up to 21.74 tok/s via DeepInfra

    Strengths

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

    Considerations

    • This result measures MultiLF, not total model capability

Selection summary

Best AI Models for MultiLF

Qwen3 32B currently leads MultiLF with 73.00%. 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 #1Qwen3 32B73.00% · $0.70 input / $2.8 output per 1M tokens
Benchmark rank #2Qwen3 235B A22B71.90% · $0.70 input / $2.8 output per 1M tokens