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Compare / head-to-head

Dola Seed 2.0 ProvsMiniMax M3

Dola Seed 2.0 Pro leads 2 of 2 shared benchmarks. MiniMax M3 is 2.3x cheaper per token. MiniMax M3 has the larger context window (1M tokens).

Benchmarks from cited public sources; pricing from official pages; status from official provider feeds.

Shared benchmarks
2 – 0
Dola Seed 2.0 Pro leads
Cheaper per token
MiniMax M3
2.3x cheaper, input + output
Larger context
MiniMax M3
1M tokens
Provider uptime (30d)
— · 100%
ByteDance Seed · MiniMax
Dola Seed 2.0 Pro
ByteDance Seed · released 2026-02-16
textvisionvideo
Context
256K
Max out
Input /1M
$0.5
Output /1M
$3
Cached /1M
Scores
14 · 9 core
MiniMax M3
MiniMax · released 2026-06-01
textvision
Context
1M
Max out
Input /1M
$0.3
Output /1M
$1.2
Cached /1M
$0.06
Scores
3 · 3 core
Quality

Benchmark matrix

BenchmarkDola Seed 2.0 ProMiniMax M3ΔEdge
Reported by both · 2
GPQA Diamond92.4% 90.9% epoch+1.5 ptDola Seed 2.0 Pro
LMArena Elo1447.6 1433.5 +14.1Dola Seed 2.0 Pro
Only Dola Seed 2.0 Pro reports · 12
SWE-bench Verified76.5% not reported
MMLU-Pro90.1% not reported
AIME 202599% not reported
Humanity's Last Exam (no tools)33.3% not reported
BFCL v473.4% not reported
BrowseComp77.3% not reported
DeepResearchBench53.3% not reported
HLE-Verified73.6% not reported
SciCode48.5% not reported
SWE-bench Multilingual71.7% not reported
SWE-bench Pro46.9% not reported
Terminal-Bench 2.055.8% not reported
Only MiniMax M3 reports · 1
OTIS Mock AIME 2024-2025 (Epoch AI run)not reported71.1% epoch
Scores tagged "epoch" or "matharena" are independent runs, used only where the lab has not published its own; ⚠ marks rows MathArena flags as released after the competition. Higher is better on every row. Δ is Dola Seed 2.0 Pro minus MiniMax M3 in the benchmark's own unit. "Not reported" means the lab has not published that figure; it is not a zero. ↗ opens the source.
Specs & pricing

Side by side

SpecDola Seed 2.0 ProMiniMax M3Edge
Context window256K tokens1M tokensMiniMax M3
Max output
Input price / 1M$0.5 $0.3 MiniMax M3
Output price / 1M$3 $1.2 MiniMax M3
Cached input / 1M$0.06
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$3.5$1.5MiniMax M3
Modalitiestext · vision · videotext · visionDola Seed 2.0 Pro
Released2026-02-162026-06-01
Cited benchmark scores143
Reliability

Provider status

All providers
More matchups

MiniMax M3 vs …

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Public benchmarks are a starting point. Run Dola Seed 2.0 Pro and MiniMax M3 on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.