Ling 3.0 Flash vs Ling 3.1 Flash

Wins 0 of 2 benchmarks
$1.00 / task
Wins 2 of 2 benchmarks
Ling 3.0 Flash0
Ling 3.1 Flash33.3
Ling 3.0 Flash42
Ling 3.1 Flash54.1

Specs

SpecLing 3.0 FlashLing 3.1 Flash
Input, per 1M$0.06$0.30
Output, per 1M$0.18$0.90
Cost per task?—$1.00
Speed, tok/s182145
Context262K1M
WeightsOpenOpen
ReleasedAug 2026Oct 2026
Memory (4-bit)76 GB343 GB
LicenceMITMIT
Commercial useAllowedAllowed
See images——
Read PDFs——
Hear audio——
Watch video——
Call tools✓✓
Force a tool callPartialPartial
Return strict JSONPartial✓
Search the web??
Run code??
Use a computer??

What breaks when you switch

Ling 3.0 Flash → Ling 3.1 Flash
Memory (4-bit): 76 GB → 343 GB
Ling 3.1 Flash → Ling 3.0 Flash
Context: 1M → 262K