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long context benchmark

FlenQA Leaderboard

FlenQA is a long-context question-answering benchmark with True/False questions in contexts of 250-3000 tokens across three reasoning tasks.

Updated Sep 5, 2026

Models2
Model coverage2
MetricScore
EvidenceB

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FlenQA Ranking

Higher score ranks better on this benchmark.

2 rows
Columns

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Rank
Model
Score
Percentile
Participants
Evidence
Evaluated
Rank01ModelMIPhi 4 Reasoning PlusMicrosoftScore97.90%Percentile100.00%Participants2EvidenceCEvaluatedSep 8, 2026
Rank02ModelMIPhi 4 ReasoningMicrosoftScore97.70%Percentile0.00%Participants2EvidenceCEvaluatedSep 8, 2026

FlenQA Highlights

The leading models and scores on this benchmark.

Rank #1Phi 4 Reasoning Plus97.90%Rank #2Phi 4 Reasoning97.70%

FlenQA Score Distribution

A closer view of the leading scores on this benchmark.

FlenQA

The Top AI Models for FlenQA

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

What is FlenQA?

What FlenQA measures and how its scores work.

FlenQA is a Flexible Length Question Answering dataset for evaluating language models on True/False questions embedded in contexts of varying lengths across Monotone Relations, People In Rooms, and simplified Ruletaker.

It measures reasoning performance as Score (ratio) across input contexts ranging from 250 to 3000 tokens.

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

Family
FlenQA
Modality
text
Primary category
long context
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 FlenQA.

Which model scores highest on FlenQA?

Phi 4 Reasoning Plus is currently ranked first with 97.90%.

What are the top three models on FlenQA?

The current leaders are Phi 4 Reasoning Plus (97.90%) and Phi 4 Reasoning (97.70%).

Which FlenQA model has the lowest official input price?

Phi 4 Reasoning Plus has the lowest matched official input price at $0.13 input / $0.50 output per 1M tokens.

Which models are fastest among FlenQA 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 FlenQA measure?

It measures reasoning performance as Score (ratio) across input contexts ranging from 250 to 3000 tokens.

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 flenqa 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
    Phi 4 Reasoning PlusMicrosoft
    Score
    97.90%
    Price
    $0.13 input / $0.50 output per 1M tokens

    Strengths

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

    Considerations

    • This result measures FlenQA, not total model capability
  2. 02
    MI
    Phi 4 ReasoningMicrosoft
    Score
    97.70%
    Price
    $0.13 input / $0.50 output per 1M tokens

    Strengths

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

    Considerations

    • This result measures FlenQA, not total model capability

Selection summary

Best AI Models for FlenQA

Phi 4 Reasoning Plus currently leads FlenQA with 97.90%. 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 #1Phi 4 Reasoning Plus97.90% · $0.13 input / $0.50 output per 1M tokens
Benchmark rank #2Phi 4 Reasoning97.70% · $0.13 input / $0.50 output per 1M tokens