Ling 3.1 Flash vs Muse Spark 1.3
Change modelsLing 3.1 FlashInclusionAI
Muse Spark 1.3Meta
IndexAll categories, out of 100.
67.2 ±7.2
70.1 ±4.0 best
GapIndex points below the top.
−2.9 · no clear gap
Top
CoverageIndex weight that has results.
70%
85% best
SpeedOutput tokens per second.
81/s best
76/s
EloLMArena rating and rank.
—
1491
ReleasedMonth of release.
2026-09
2026-09
Input / 1MUS dollars per 1M input tokens.
$0.045 best
$1.25
Output / 1MUS dollars per 1M output tokens.
$0.135 best
$4.25
1K chats2K tokens in, 500 out, each.
$0.158 best
$4.63
1K documents20K tokens in, 1K out, each.
$1.04 best
$29.25
1K agent tasks200K tokens in, 20K out, each.
$11.70 best
$335.00
ContextMaximum tokens in one request.
1M
1.05M best
AgenticMulti-step tasks with tools.
66.6
70.4 best
CodingCode writing and repair.
66.9
68.8 best
ReasoningLogic problems and puzzles.
68.0
68.1 best
MultimodalTasks with images and text.
—
—
KnowledgeFacts and expert knowledge.
70.4 best
67.5
MultilingualTasks in many languages.
—
—
InstructionTasks with strict prompt rules.
—
84.4
MathMath problems.
—
68.6
Benchmarks
9 sharedOnly Ling 3.1 Flash: 9Only Muse Spark 1.3: 50
Ling 3.1 Flash
Muse Spark 1.3