Codesota · Benchmark · MBPPHome/Leaderboards/Code & Software Engineering/Code Generation/MBPP
Unknown

MBPP.

974 crowd-sourced Python programming problems suitable for beginners. Covers programming fundamentals and standard library.

Paper ↗Leaderboard ↓Lineage
§ 01 · Leaderboard

Results by metric.

Found a wrong score or missing run?
Use row edits to send a sourced correction into moderation.
Add / edit result ↗Report issue ↗

pass@1

Pass@1 is the reported evaluation metric for MBPP. Codesota tracks published model scores on this metric so readers can compare state-of-the-art results across sources and model families.

Higher is better

Trust tiers for pass@1verifiedpapervendorcommunityunverified

Muted rows were not state of the art when published — an earlier or same-year result already scored better.

RankModelTrustScoreYearLinksFix
01Claude 3.5 Sonnet (Oct 2024)
Fetched from CodeSOTA API on 2026-04-20
verified912026Source ↗Looks wrong?
02Qwen2.5-Coder-32B-Instruct
Fetched from CodeSOTA API on 2026-04-20
verified90.22026Source ↗Looks wrong?
03DeepSeek-Coder-V2-Instruct
Fetched from CodeSOTA API on 2026-04-20
verified89.42026Source ↗Looks wrong?
04claude-35-sonnet
Fetched from CodeSOTA API on 2026-04-20
vendor89.22026Source ↗Looks wrong?
05gpt-4o
Fetched from CodeSOTA API on 2026-04-20
vendor87.82026Source ↗Looks wrong?
06GPT-4o (Aug 2024)
Fetched from CodeSOTA API on 2026-04-20
verified86.82026Source ↗Looks wrong?
07Qwen2.5-Coder-7B-Instruct
Fetched from CodeSOTA API on 2026-04-20
verified83.52026Source ↗Looks wrong?
08Codestral 22B v0.1
Fetched from CodeSOTA API on 2026-04-20
verified78.22026Source ↗Looks wrong?
09Llama 4 Maverick (17B-128E)
Fetched from CodeSOTA API on 2026-04-20
verified77.62026Source ↗Looks wrong?
10DeepSeek-V3
Fetched from CodeSOTA API on 2026-04-20
verified75.42026Source ↗Looks wrong?
11Gemma 3 27B IT
Fetched from CodeSOTA API on 2026-04-20
verified74.42026Source ↗Looks wrong?
12Gemma 3 12B IT
Fetched from CodeSOTA API on 2026-04-20
verified732026Source ↗Looks wrong?
13Llama 4 Scout (17B-16E)
Fetched from CodeSOTA API on 2026-04-20
verified67.82026Source ↗Looks wrong?
14Gemma 3 4B IT
Fetched from CodeSOTA API on 2026-04-20
verified63.22026Source ↗Looks wrong?
Lineage

MBPP in context.

See full coding benchmarks lineage →
This benchmark (1)
saturated2021-08
MBPP
§ 04 · Submit a result

Add to the leaderboard.

Submit a Result

Sign in to submit benchmark results for MBPP.

Sign in
← Back to Code Generation