Ling 3.1 Flash vs MiniMax M3.1 Flash
Change modelsLing 3.1 FlashInclusionAI
MiniMax M3.1 FlashMiniMax
IndexAll categories, out of 100.
67.2 ±7.2
69.3 ±5.4 best
GapIndex points below the top.
−2.1 · no clear gap
Top
CoverageIndex weight that has results.
70%
80% best
SpeedOutput tokens per second.
81/s
100/s best
EloLMArena rating and rank.
—
—
ReleasedMonth of release.
2026-09
2026-10
Input / 1MUS dollars per 1M input tokens.
$0.045 best
$0.15
Output / 1MUS dollars per 1M output tokens.
$0.135 best
$0.60
1K chats2K tokens in, 500 out, each.
$0.158 best
$0.60
1K documents20K tokens in, 1K out, each.
$1.04 best
$3.60
1K agent tasks200K tokens in, 20K out, each.
$11.70 best
$42.00
ContextMaximum tokens in one request.
1M
1.05M best
AgenticMulti-step tasks with tools.
66.6
71.8 best
CodingCode writing and repair.
66.9
69.4 best
ReasoningLogic problems and puzzles.
68.0 best
67.9
MultimodalTasks with images and text.
—
58.1
KnowledgeFacts and expert knowledge.
70.4 best
68.9
MultilingualTasks in many languages.
—
—
InstructionTasks with strict prompt rules.
—
—
MathMath problems.
—
—
Benchmarks
8 sharedOnly Ling 3.1 Flash: 10Only MiniMax M3.1 Flash: 28
Ling 3.1 Flash
MiniMax M3.1 Flash