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Qwen 3.8 27B (xhigh) vs MiMo V2.6 Flash (Reasoning)

Results updated 1 November 2026 · In Terminus-2 and MiMo Code, so part of any gap can come from the harness · How we benchmark

Verdict

Qwen 3.8 27B (xhigh)66Geospatial Agent Index · rank 52 of 82
MiMo V2.6 Flash (Reasoning)64Geospatial Agent Index · rank 54 of 82

Qwen 3.8 27B (xhigh) edges MiMo V2.6 Flash (Reasoning) by 2 points; MiMo V2.6 Flash (Reasoning) is cheaper and faster.

Cost per task
$0.12 vs $0.047
Time per task
7.4 min vs 5.3 min (estimated)
Tokens per attempt
396k vs 2.16M
Image input
Yes vs Yes

Qwen 3.8 27B (xhigh), Terminus-2 scores higher on GeoBenchX; MiMo V2.6 Flash (Reasoning), MiMo Code scores higher on Earth-Bench V2 and GS-QA2. MiMo V2.6 Flash (Reasoning), MiMo Code is cheaper and faster: $0.047 against $0.12 per task, and 5.3 min against 7.4 min.

Where they differ most

By kind of work, share of tasks passed, 0 to 100 · Higher is better

Kind of workQwen 3.8 27B (xhigh)MiMo V2.6 Flash (Reasoning)
Spatial statistics6931
Recognising infeasible requests5748
Making maps7067
Remote sensing and raster analysis7173
World map of the places the tasks are setWhere the tasks are set: each kind of work links to its tasks and scores
Leaderboard

Charts for each: Qwen 3.8 27B (xhigh), Terminus-2 · MiMo V2.6 Flash (Reasoning), MiMo Code.

Side by side

Qwen 3.8 27B (xhigh), Terminus-2 vs. MiMo V2.6 Flash (Reasoning), MiMo Code
MetricQwen 3.8 27B (xhigh), Terminus-2MiMo V2.6 Flash (Reasoning), MiMo Code
Geospatial Agent Index: Text only6664
Geospatial Agent Index: Text + visionNo dataNo data
Earth-Bench V2 score5155
GeoBenchX score6757
GS-QA2 score7982
Vision agents scoreNo dataNo data
GeoAgentBench score (Guided workflows; not in the Agent Index)6290
GeoAnalystBench score (Guided workflows; not in the Agent Index)8979
OGD4All score (standalone; in no index)9284
GeoNatureAgent score (standalone; in no index)10092
MultiGlobeQA score (standalone; in no index)7156
GeoAgentEval score (standalone; in no index)9276
Remote sensing and raster analysis score7173
GIS analysis score8183
Climate and time series score4951
Spatial statistics score6931
Making maps score7067
Recognising infeasible requests score5748
Cost per task$0.12$0.047
Time per task (at 100 output tokens/s)7.4 min5.3 min (estimated)
Tokens per attempt396k2.16M
Turns per attempt15.723.6
Input price per 1M tokens$0.45$0.14
Output price per 1M tokens$3.20$0.28
Context window262,1441,048,576
Image inputYesYes
DeveloperAlibaba (Qwen)Xiaomi

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Qwen 3.8 27B (xhigh), Terminus-2 or MiMo V2.6 Flash (Reasoning), MiMo Code?
Qwen 3.8 27B (xhigh), Terminus-2, 66 to 64.
Which is cheaper per task, Qwen 3.8 27B (xhigh), Terminus-2 or MiMo V2.6 Flash (Reasoning), MiMo Code?
MiMo V2.6 Flash (Reasoning), MiMo Code, $0.047 to $0.12.
Which writes fewer output tokens per task, Qwen 3.8 27B (xhigh), Terminus-2 or MiMo V2.6 Flash (Reasoning), MiMo Code?
Qwen 3.8 27B (xhigh), Terminus-2, 22k to 32k.
Which has the larger context window, Qwen 3.8 27B (xhigh), Terminus-2 or MiMo V2.6 Flash (Reasoning), MiMo Code?
MiMo V2.6 Flash (Reasoning), MiMo Code, 1,048,576 tokens to 262,144 tokens.