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Last updated: 3h ago
Math benchmarkSaturated

Grade School Math 8K Leaderboard

8,500 multi-step grade-school math word problems. Tests basic arithmetic reasoning — adding, subtracting, multiplying with multi-step chains.

Why it matters: Useful baseline for math ability, but now saturated — top models exceed 95%. More useful for evaluating smaller or open-source models.

Top Model

96.8%

Llama 3.1 405B

Average Score

93.4%

Across 15 models

Models Tested

15

Metric: accuracy

Human Baseline

-

Score Range: 0%100%

GSM8K Scores - Top 15 Models

Ranked by GSM8K score (%)

LMMarketCap.com

Model Rankings

All models with a reported GSM8K score, ranked by highest accuracy.

#1
96.8%
#2
96.7%
#4
95.8%
#4
95.8%
#6
95.1%
#8
94.6%
#9
94.2%
#10
93.8%
#11
93.2%
#13
88.4%
#14
86.1%
#15
85.3%

About GSM8K

Full Name
Grade School Math 8K
Category
Math
Metric
accuracy (%)
Score Range
0%100%
Human Baseline
Not established
Status
Saturated
Frequently Asked Questions

GSM8K is a standardized evaluation that measures AI model performance on specific tasks. It provides comparable scores across different models, helping developers choose the right model for their needs.

Llama 3.1 405B currently holds the top score on the GSM8K benchmark. See our full rankings table above for the complete leaderboard with 15 models.

We update benchmark data from multiple sources including HuggingFace open-source model leaderboards and LMArena. Scores are refreshed regularly as new evaluations are published and new models are released.

No. While GSM8K is an important indicator, real-world performance depends on many factors including pricing, latency, context window, and specific task requirements. We recommend using our composite score which weighs multiple benchmarks and practical factors.

Related Benchmarks

GSM8K Benchmark - AI Math Reasoning Leaderboard (2026) | LM Market Cap