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Mercury 2

Inception Labs

B · open · Other

MiMo-V2-Flash

Xiaomi

1:6

overall capability wins (0 ties across 7 scored). MiMo-V2-Flash leads overall.

  • Reasoning1:5
  • Specs0:1

Verdict

MiMo-V2-Flash edges reasoning & knowledge; MiMo-V2-Flash offers ~2.0x larger context (262K vs 128K); MiMo-V2-Flash ships open weights (MIT).

  • MiMo-V2-Flash edges reasoning & knowledge
  • MiMo-V2-Flash offers ~2.0x larger context (262K vs 128K)
  • MiMo-V2-Flash ships open weights (MIT)

Cost for 1M in + 250K out

Illustrative chat workload at primary-provider list prices.

Mercury 2
$0.44
MiMo-V2-Flash
-

Price per 1M tokens

Full comparison

Organization

Inception Labs

Xiaomi

Family

Other

Other

License

Proprietary

MIT

Open weights

No

Yes

Release

Sep 1, 2026

Dec 17, 2025

Knowledge cutoff

-

-

API / provider

Inception Labs

No primary API price listed

Modalities

text → text

text → text

Specs

Context window

128K

262K

B +134K

Max output

-

-

—

Parameters

—

309B (15B act.)

—

Pricing

Input $/1M

$0.25

—

—

Output $/1M

$0.75

—

—

Blended $/1M (3∶1)

$0.38

-

—

Speed

tok/s

-

-

—

TTFT (s)

-

-

—

Reasoning

MMLU-Pro

—

—

—

GPQA Diamond

77.0

83.5

B +6.5 pts

Humanity's Last Exam

17.1

22.1

B +5.0 pts

AIME 2025

—

—

—

MATH-500

—

—

—

Humanity's Last Exam (with tools)

—

—

—

AA-Omniscience Accuracy

21.2

19.8

A +1.4 pts

AA-LCR v1.1

43.7

71.3

B +27.6 pts

CritPt

0.8

2.9

B +2.1 pts

MMMU-Pro

—

—

—

IFBench

69.8

71.8

B +2.0 pts

Chartography

—

—

—

Chartography (With Tools)

—

—

—

Coding

SWE-bench Verified

—

—

—

SWE-bench Pro

—

—

—

SWE-bench Multilingual

—

—

—

LiveCodeBench

—

—

—

Terminal-Bench 2.1

27.3

—

—

Aider Polyglot

—

—

—

Terminal-Bench 3

—

—

—

BigCodeBench

—

—

—

SciCode

37.7

—

—

CursorBench

—

—

—

SWE-Rebench

—

—

—

NL2Repo-Bench

—

—

—

DeepSWE

—

—

—

WebDev Arena

1,167

—

—

Terminal-Bench 4.0

—

—

—

CursorBench 4.0

—

—

—

FrontierCode v1.1 (Main)

—

—

—

Arena

LMArena Elo

—

—

—

Mercury 2

Context
128K
Parameters
—
Price
$0.25 / $0.75
Speed
—
Modalities
text → text
License
Proprietary

Inception Labs' diffusion-based (non-autoregressive) reasoning LLM, API-only with a 128K context window and high-throughput inference on Blackwell GPUs.

MiMo-V2-Flash

Context
262K
Parameters
309B (15B act.)
Price
—
Speed
—
Modalities
text → text
License
MIT

Xiaomi's earlier-generation MiMo Flash (309B total / 15B active MoE, hybrid sliding-window/global attention), predating the omnimodal MiMo-V2.5 series; MIT open weights, 256K context, text-only.

Benchmark charts

Winner bars are emphasized. Per-benchmark deltas sit above each chart.

Reasoning & knowledge

GPQA: B +6.5HLE: B +5.0CritPt: B +2.1AA-LCR: B +27.6Omniscience Acc.: A +1.4IFBench: B +2.0

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