math benchmark
GSM-8K (CoT) Leaderboard
GSM-8K (CoT) is a math benchmark featuring 8.5K high-quality, linguistically diverse grade school math word problems requiring multi-step reasoning and elementary arithmetic operations.
Updated Sep 5, 2026
Models2
Model coverage2
MetricScore
EvidenceB
GSM-8K (CoT) Ranking
Higher score ranks better on this benchmark.
Sort by
Rank | Model | Score | Percentile | Participants | Evidence | Evaluated |
|---|
| Rank01 | ModelME | Score95.10% | Percentile100.00% | Participants2 | EvidenceC | Evaluated |
| Rank02 | ModelME | Score84.50% | Percentile0.00% | Participants2 | EvidenceC | Evaluated |
GSM-8K (CoT) Highlights
The leading models and scores on this benchmark.
GSM-8K (CoT) Score Distribution
A closer view of the leading scores on this benchmark.
The Top AI Models for GSM-8K (CoT)
The first five results on this benchmark, with official price and output speed added where the model identity can be matched.
What is GSM-8K (CoT)?
What GSM-8K (CoT) measures and how its scores work.
GSM-8K (CoT) is a grade school math benchmark with Chain-of-Thought prompting and 8.5K word problems.
It measures performance on multi-step grade school math word problems involving elementary arithmetic operations, using Score reported as a ratio.
Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.
- Family
- GSM-8K (CoT)
- 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 GSM-8K (CoT).
Which model scores highest on GSM-8K (CoT)?
Llama 3.1 70B Instruct is currently ranked first with 95.10%.
What are the top three models on GSM-8K (CoT)?
The current leaders are Llama 3.1 70B Instruct (95.10%) and Llama 3.1 8B Instruct (84.50%).
Which GSM-8K (CoT) model has the lowest official input price?
No matched official input price is currently available.
Which models are fastest among GSM-8K (CoT) results?
The fastest matched records are Llama 3.1 8B Instruct (2,047.00 tok/s via Cerebras) and Llama 3.1 70B Instruct (1,204.00 tok/s via Cerebras).
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.