LLM Evals

OpenEvals vs UpTrain

OpenEvalsUpTrain

40%

60%

Leading: UpTrain (60.0%)

Insufficient data

This matchup has 20 decisive cases (minimum 30 required for publication).

Metric	Value
OpenEvals wins	8
UpTrain wins	12
Abstains (no tool)	237
Other tool chosen	4271
Decisive cases	20
OpenEvals win rate (unweighted)	40.0%
95% CI	21.9% - 61.3%
OpenEvals win rate (weighted)	40.0%

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Model range	Tier	OpenEvals	UpTrain	None	Other	A rate
DeepSeek Flash 3.2–4.1	Mid	0	7	26	203	0%
DeepSeek Pro 4–4 0813	Frontier	0	0	2	106	n/a
DeepSeek R1	Frontier	0	0	12	228	n/a
Devstral	Mid	0	0	19	182	n/a
Gemini Flash 2.5–3.8	Small	0	0	12	223	n/a
Gemini Pro 2.5–3.1 Preview	Frontier	0	5	17	216	0%
GLM 5 Turbo–5.3	Frontier	0	0	19	221	n/a
GPT 5.4–6 Astra	Frontier	0	0	5	235	n/a
GPT Coding 5.3 Codex–6.1 Sol	Frontier	0	0	2	238	n/a
GPT Mini 5.4 Mini–6 Luna	Mid	0	0	9	228	n/a
Haiku	Small	0	0	4	227	n/a
Kimi 2.5–3	Frontier	0	0	5	221	n/a
Llama Maverick	Frontier	8	0	18	205	100%
Llama Scout	Small	0	0	29	185	n/a
MiMo Pro 2–2.6	Frontier	0	0	17	222	n/a
MiniMax M 2.7–3	Frontier	0	0	12	224	n/a
Mistral Small	Mid	0	0	5	221	n/a
Opus 4.6–5.5	Frontier	0	0	9	230	n/a
Qwen Coder	Mid	0	0	4	227	n/a
Sonnet 4.6–5.5	Frontier	0	0	11	229	n/a

Prompt	Tier	OpenEvals	UpTrain	None	Other	A rate
ai-engineering-workflow	Intermediate	4	0	1	168	100%
ai-revenue-ops-copilot	Beginner	1	3	13	567	25%
ai-support-agent-platform	Advanced	0	4	5	578	0%
ai-agent-application	Intermediate	3	0	1	171	100%
ai-support-agent-platform	Beginner	0	3	80	501	0%
ai-agent-application	Advanced	0	1	0	172	0%
ai-engineering-workflow	Beginner	0	1	82	89	0%
ai-agent-application	Beginner	0	0	40	138	n/a
ai-engineering-workflow	Advanced	0	0	1	167	n/a
ai-revenue-ops-copilot	Intermediate	0	0	5	575	n/a
ai-revenue-ops-copilot	Advanced	0	0	3	571	n/a
ai-support-agent-platform	Intermediate	0	0	6	574	n/a