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math benchmark

GSM-8K (CoT) Leaderboard

Grade School Math 8K with Chain-of-Thought prompting, featuring 8.5K high-quality linguistically diverse grade school math word problems requiring multi-step reasoning and elementary arithmetic operations.

Updated Aug 17, 2026

Models2
Model coverage2
MetricScore
EvidenceB

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GSM-8K (CoT) Ranking

Higher score ranks better on this benchmark.

2 rows
Columns

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Rank
Model
Score
Percentile
Participants
Evidence
Evaluated
Rank01ModelMELlama 3.1 70B InstructMetaScore95.1%Percentile100.0%Participants2EvidenceCEvaluatedAug 17, 2026
Rank02ModelMELlama 3.1 8B InstructMetaScore84.5%Percentile0.0%Participants2EvidenceCEvaluatedAug 17, 2026

GSM-8K (CoT) Highlights

The leading models and scores on this benchmark.

Rank #1Llama 3.1 70B Instruct95.1%Rank #2Llama 3.1 8B Instruct84.5%

GSM-8K (CoT) Score Distribution

A closer view of the leading scores on this benchmark.

GSM-8K (CoT)

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.

Ranking basisThis gsm-8k (cot) AI model leaderboard uses descending score in the benchmark's original unit. The leaderboard ranking keeps matched price and speed data separate from benchmark evidence.

  1. 01
    ME
    Llama 3.1 70B InstructMeta
    Score
    95.1%
    Speed
    Up to 1,204 tok/s via Cerebras

    Strengths

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

    Considerations

    • This result measures GSM-8K (CoT), not total model capability
  2. 02
    ME
    Llama 3.1 8B InstructMeta
    Score
    84.5%
    Speed
    Up to 2,047 tok/s via Cerebras

    Strengths

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

    Considerations

    • This result measures GSM-8K (CoT), not total model capability

Selection summary

Best AI Models for GSM-8K (CoT)

Llama 3.1 70B Instruct currently leads GSM-8K (CoT) with 95.1%. 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 #1Llama 3.1 70B Instruct95.1% · Up to 1,204 tok/s via CerebrasBenchmark rank #2Llama 3.1 8B Instruct84.5% · Up to 2,047 tok/s via Cerebras

What is GSM-8K (CoT)?

What GSM-8K (CoT) measures and how its scores work.

Grade School Math 8K with Chain-of-Thought prompting, featuring 8.5K high-quality linguistically diverse grade school math word problems requiring multi-step reasoning and elementary arithmetic operations.

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
gsm-8k-(cot)|llm-stats-current

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 95.1%.

What does GSM-8K (CoT) measure?

Grade School Math 8K with Chain-of-Thought prompting, featuring 8.5K high-quality linguistically diverse grade school math word problems requiring multi-step reasoning and elementary arithmetic operations.

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.