reasoning benchmark
MBPP Plus Leaderboard
MBPP Plus is an enhanced benchmark of 974 crowd-sourced Python programming problems designed to be solvable by entry-level programmers, with additional test cases for evaluation.
Updated Sep 5, 2026
Models1
Model coverage1
MetricScore
EvidenceB
MBPP Plus Ranking
Higher score ranks better on this benchmark.
Sort by
Rank | Model | Score | Percentile | Participants | Evidence | Evaluated |
|---|
| Rank01 | ModelMA | Score78.33% | Percentile100.00% | Participants1 | EvidenceC | Evaluated |
MBPP Plus Highlights
The leading models and scores on this benchmark.
The Top AI Models for MBPP Plus
The first five results on this benchmark, with official price and output speed added where the model identity can be matched.
Ranking basisThis mbpp plus AI model leaderboard uses descending score in the benchmark original unit. The leaderboard ranking keeps matched price and speed data separate from benchmark evidence.
- 01MAMistral AI
- Score
- 78.33%
Strengths
- Ranks #1 of 1 compared models
- 100th percentile on this benchmark
- C evidence result
Considerations
- This result measures MBPP Plus, not total model capability
Selection summary
Best AI Models for MBPP Plus
Mistral Small 3.2 24B Instruct currently leads MBPP Plus with 78.33%. 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.
What is MBPP Plus?
What MBPP Plus measures and how its scores work.
MBPP Plus is a benchmark containing Python programming tasks, code solutions, and automated test cases covering programming fundamentals and standard library functionality.
It measures Score, reported as a ratio, on these Python programming problems.
Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.
- Family
- MBPP Plus
- Modality
- text
- Primary category
- reasoning
- 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 MBPP Plus.
Which model scores highest on MBPP Plus?
Mistral Small 3.2 24B Instruct is currently ranked first with 78.33%.
What are the top three models on MBPP Plus?
The current leaders are Mistral Small 3.2 24B Instruct (78.33%).
Which MBPP Plus model has the lowest official input price?
No matched official input price is currently available.
Which models are fastest among MBPP Plus 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.