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Coding Performance with 10 Evaluators — Run
Comprehensive evaluation of 2 language models across 1 system prompt with rigorous benchmarking and scoring criteria.
6.97
gpt-5.1-codex-max
5.00
Spread: 3.94 pts
1028ms
Response time
80
8 total responses
Executive Insights
Key takeaways from this evaluation
Top Performer
gpt-5.1-codex-max
6.97
3.94 pts ahead of #2
Model Rankings
Ranked by overall performance score
gpt-5.1-codex-max
openai/gpt-5.1-codex-max
Above Average
Responses
4
Avg Latency
1028ms
Cost
$0.0353
nova-2-lite-v1
amazon/nova-2-lite-v1
Needs Improvement
Responses
4
Avg Latency
—
Cost
$0.0019
Evaluator Consensus
How 9 evaluator models ranked the candidates via blind comparison
majority Agreement
7 of 9 evaluators agree on the top model
gpt-5.1-codex-max
Avg Rank
1.2
Range
#1–2
#1 Votes
7/9
Latency
1028ms
nova-2-lite-v1
Avg Rank
1.8
Range
#1–2
#1 Votes
2/9
Latency
—
gpt-5.4-mini
gemini-3.1-flash-lite-preview
claude-sonnet-4.6
minimax-m2.7
kimi-k2.5
deepseek-v3.2
mistral-small-2603
qwen3.5-27b
nova-2-lite-v1
Score Comparison
Visual comparison of all model scores
Performance by System Prompt
How each model performs across different evaluation contexts
Top Performer
gpt-5.1-codex-max
6.97
Performance by Test Prompt
Model results broken down by individual test prompts
| Test Prompt | Avg Score |
|---|---|
Javascript Function 2 responses | 5.00 |
Write an Interval Merge Function 2 responses | 5.00 |
Debug Python 2 responses | 5.00 |
Refactor Javascript 2 responses | 5.00 |
About This Evaluation
Methodology, criteria weights, and evaluation confidence
8
Total Responses
80
Total Evaluations
