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A · open · Gemma

Gemma 3 12B

Google

B · open · Gemma

Gemma 3 4B

Google

13:2

overall capability wins (2 ties across 17 scored). Gemma 3 12B leads overall.

  • Reasoning8:1
  • Coding2:1
  • Arena1:0
  • Tool use1:0
  • Pricing0:3
  • Speed0:2
  • Specs1:0

Verdict

Gemma 3 12B leads coding (widest gap: +12.0 on LiveCode); Gemma 3 12B ranks higher on LMArena (+39 Elo); Gemma 3 4B is ~1.5x cheaper on a blended token basis than Gemma 3 12B.

  • Gemma 3 12B leads coding (widest gap: +12.0 on LiveCode)
  • Gemma 3 12B ranks higher on LMArena (+39 Elo)
  • Gemma 3 4B is ~1.5x cheaper on a blended token basis than Gemma 3 12B

Cost for 1M in + 250K out

Illustrative chat workload at primary-provider list prices.

Gemma 3 12B
$0.09
Gemma 3 4B
$0.06

Gemma 3 4B is about 1.5x cheaper on this workload.

Price per 1M tokens

Full comparison

Organization

Google

Google

Family

Gemma

Gemma

License

Gemma

Gemma

Open weights

Yes

Yes

Release

Mar 12, 2025

Mar 12, 2025

Knowledge cutoff

-

-

API / provider

Google AI / self-host

Together / Fireworks (ref.)

Modalities

text, image → text

text, image → text

Specs

Context window

128K

128K

tie

Max output

8K

8K

tie

Parameters

12B

4B

A +8.00

Pricing

Input $/1M

$0.05

$0.04

B +$0.01

Output $/1M

$0.15

$0.08

B +$0.07

Blended $/1M (3∶1)

$0.08

$0.05

B +$0.03

Speed

tok/s

120

160

B +40

TTFT (s)

0.22

0.18

B +0.04

Reasoning

MMLU-Pro

60.6

43.6

A +17.0 pts

GPQA Diamond

34.9

29.1

A +5.8 pts

Humanity's Last Exam

4.2

5.3

B +1.1 pts

AIME 2025

18.3

12.7

A +5.6 pts

MATH-500

85.3

76.6

A +8.7 pts

Humanity's Last Exam (with tools)

—

—

—

AA-Omniscience Accuracy

10.3

7.7

A +2.6 pts

AA-LCR v1.1

8.3

6.7

A +1.6 pts

CritPt

—

—

—

MMMU-Pro

37.5

29.9

A +7.6 pts

IFBench

36.7

28.3

A +8.4 pts

Chartography

—

—

—

Chartography (With Tools)

—

—

—

Coding

SWE-bench Verified

—

—

—

SWE-bench Pro

—

—

—

SWE-bench Multilingual

—

—

—

LiveCodeBench

24.6

12.6

A +12.0 pts

Terminal-Bench 2.1

0.0

0.4

B +0.4 pts

Aider Polyglot

—

—

—

Terminal-Bench 3

—

—

—

BigCodeBench

—

—

—

SciCode

16.4

7.3

A +9.1 pts

CursorBench

—

—

—

SWE-Rebench

—

—

—

NL2Repo-Bench

—

—

—

DeepSWE

—

—

—

WebDev Arena

—

—

—

Terminal-Bench 4.0

—

—

—

CursorBench 4.0

—

—

—

FrontierCode v1.1 (Main)

—

—

—

Arena

LMArena Elo

1,342

1,303

A +39 Elo

Gemma 3 12B

Context
128K / 8K out
Parameters
12B
Price
$0.05 / $0.15
Speed
120 tok/s · 0.22s TTFT
Modalities
text, image → text
License
Gemma

Compact open Gemma 3 instruct model for edge and low-cost multimodal chat.

Gemma 3 4B

Context
128K / 8K out
Parameters
4B
Price
$0.04 / $0.08
Speed
160 tok/s · 0.18s TTFT
Modalities
text, image → text
License
Gemma

Small multimodal Gemma 3 with long context — strong on-device and edge deployment option.

Benchmark charts

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

Reasoning & knowledge

MMLU-Pro: A +17.0GPQA: A +5.8HLE: B +1.1AIME: A +5.6MATH-500: A +8.7AA-LCR: A +1.6Omniscience Acc.: A +2.6MMMU-Pro: A +7.6IFBench: A +8.4

Coding

LiveCode: A +12.0TermBench: B +0.4SciCode: A +9.1

Tool use & function calling

τ³-Banking: A +0.4

Arena

Arena Elo: A +39

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