Compare / head-to-head

Dola Seed 2.0 CodevsMuse Spark 1.3

Dola Seed 2.0 Code and Muse Spark 1.3 do not yet share a public benchmark, so quality cannot be compared apples-to-apples. Dola Seed 2.0 Code is 1.6x cheaper per token. Muse Spark 1.3 has the larger context window (1.0M tokens).

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

Shared benchmarks
0
no overlap yet
Cheaper per token
Dola Seed 2.0 Code
1.6x cheaper, input + output
Larger context
Muse Spark 1.3
1.0M tokens
Providers
2 providers
ByteDance Seed · Meta
Dola Seed 2.0 Code
ByteDance Seed · released 2026-02-14
textvision
Context
256K
Max out
128K
Input /1M
$0.5 ↗
Output /1M
$3 ↗
Cached /1M
$0.1
Scores
0 · 0 core
Muse Spark 1.3
Meta · released 2026-09-02
textvisionvideo
Context
1.0M
Max out
—
Input /1M
$1.25 ↗
Output /1M
$4.25 ↗
Cached /1M
$0.15
Scores
29 · 7 core
Quality

Benchmark matrix

BenchmarkDola Seed 2.0 CodeMuse Spark 1.3ΔEdge
Reported by both · 0
No public benchmark is reported for both models yet.
Only Dola Seed 2.0 Code reports · 0
Dola Seed 2.0 Code reports nothing Muse Spark 1.3 does not.
Only Muse Spark 1.3 reports · 29
LMArena Elonot reported1494.3 ↗——
APEX-Agents (Mercor)not reported57.8% ↗——
AutomationBenchnot reported49.6% ↗——
Chess Puzzles (Epoch AI run)not reported38% ↗epoch run——
DeepSearchQAnot reported90.3% ↗——
DeepSWE v1.1not reported75.4% ↗——
FrontierMath Tier 4 v2 (Epoch AI run)not reported46.3% ↗epoch run——
FrontierMath Tiers 1-3 v2 (Epoch AI run)not reported74.4% ↗epoch run——
GDPval-AA v2not reported1754 ↗——
JobBenchnot reported64.9% ↗——
LiveBench Agentic Coding (LiveBench)not reported64.1% ↗——
LiveBench Coding (LiveBench)not reported81.1% ↗——
LiveBench Data Analysis (LiveBench)not reported79.6% ↗——
LiveBench Instruction Following (LiveBench)not reported78% ↗——
LiveBench Language (LiveBench)not reported82.8% ↗——
LiveBench Mathematics (LiveBench)not reported95.9% ↗——
LiveBench Reasoning (LiveBench)not reported89.7% ↗——
LMArena Agent (LMArena)not reported0.04 ↗——
LMArena Vision (LMArena)not reported1290.2 ↗——
LMArena WebDev (LMArena)not reported1656.6 ↗——
MRCR 256K-512Knot reported98.5% ↗——
MRCR 512K-1Mnot reported98.1% ↗——
Mystery Game Puzzles (Epoch AI run)not reported25% ↗epoch run——
OSWorld 2.0 (partial)not reported66.9% ↗——
OTIS Mock AIME 2024-2025 (Epoch AI run)not reported99.2% ↗epoch run——
SimpleBench (SimpleBench)not reported81.8% ↗——
SWE-Atlas Codebase QnAnot reported59.4% ↗——
Terminal-Bench 2.1not reported88.8% ↗——
Terminal-Bench 4.0 (Vals AI)not reported24.7% ↗——
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 Code minus Muse Spark 1.3 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 CodeMuse Spark 1.3Edge
Context window256K tokens1.0M tokensMuse Spark 1.3
Max output128K tokens——
Input price / 1M$0.5 ↗$1.25 ↗Dola Seed 2.0 Code
Output price / 1M$3 ↗$4.25 ↗Dola Seed 2.0 Code
Cached input / 1M$0.1 ↗$0.15 ↗Dola Seed 2.0 Code
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$3.5$5.5Dola Seed 2.0 Code
Modalitiestext · visiontext · vision · videoMuse Spark 1.3
Released2026-02-142026-09-02—
Cited benchmark scores029—
Reliability

Provider status

All providers →
More matchups

Muse Spark 1.3 vs …

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