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math benchmark

InterGPS Leaderboard

InterGPS is a geometry benchmark based on the Geometry3K dataset of 3,002 geometry problems with dense annotation in formal language using theorem knowledge and symbolic reasoning.

Updated Sep 5, 2026

Models2
Model coverage2
MetricScore
EvidenceB

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InterGPS Ranking

Higher score ranks better on this benchmark.

2 rows
Columns

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Rank
Model
Score
Percentile
Participants
Evidence
Evaluated
Rank01ModelMIPhi-4-multimodal-instructMicrosoftScore48.60%Percentile100.00%Participants2EvidenceCEvaluatedSep 8, 2026
Rank02ModelMIPhi-3.5-vision-instructMicrosoftScore36.30%Percentile0.00%Participants2EvidenceCEvaluatedSep 8, 2026

InterGPS Highlights

The leading models and scores on this benchmark.

Rank #1Phi-4-multimodal-instruct48.60%Rank #2Phi-3.5-vision-instruct36.30%

InterGPS Score Distribution

A closer view of the leading scores on this benchmark.

InterGPS

The Top AI Models for InterGPS

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

What is InterGPS?

What InterGPS measures and how its scores work.

InterGPS is a geometry benchmark associated with the Interpretable Geometry Problem Solver (Inter-GPS) and the Geometry3K dataset.

It reports a Score measured as a ratio.

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

Family
InterGPS
Modality
text
Primary category
math
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 InterGPS.

Which model scores highest on InterGPS?

Phi-4-multimodal-instruct is currently ranked first with 48.60%.

What are the top three models on InterGPS?

The current leaders are Phi-4-multimodal-instruct (48.60%) and Phi-3.5-vision-instruct (36.30%).

Which InterGPS model has the lowest official input price?

No matched official input price is currently available.

Which models are fastest among InterGPS results?

The fastest matched records are Phi-4-multimodal-instruct (25.00 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 InterGPS measure?

It reports a Score measured 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 intergps 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-multimodal-instructMicrosoft
    Score
    48.60%
    Speed
    Up to 25.00 tok/s via DeepInfra

    Strengths

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

    Considerations

    • This result measures InterGPS, not total model capability
  2. 02
    MI
    Phi-3.5-vision-instructMicrosoft
    Score
    36.30%

    Strengths

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

    Considerations

    • This result measures InterGPS, not total model capability

Selection summary

Best AI Models for InterGPS

Phi-4-multimodal-instruct currently leads InterGPS with 48.60%. 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-multimodal-instruct48.60% · Up to 25.00 tok/s via DeepInfra
Benchmark rank #2Phi-3.5-vision-instruct36.30%