Head to head

Any two models from the board, on one scale.

Model A
Model B
Dots3-Note Preview

openrouter · dots-studiohosted

overall

20

DeepSeek V4.1 Flash

openrouter · deepseekhosted

40vs60

DeepSeek V4.1 Flash leads by 20 overall · ahead on 9 of 9 tasks

tasks

Task by task

9 tasks
66TOOL+12 ▸78
30STRUCT+22 ▸52
22RAG+41 ▸63
89CTX+11 ▸100
4CODE+37 ▸41
32REASON+7 ▸39
25INSTR+21 ▸46
31CLASS+24 ▸55
58SUM+12 ▸70

best build per side · same suite, same graders · hover a score for cases passed

specs

What you'd run

75 tok/sspeed215 tok/s
memory
512Kcontext1.0M
$0cost / run$0.7017
quantization
openrouterharnessopenrouter

the lit value is the better spec — faster, smaller, cheaper, or more context · quantization & harness just describe the builds