Ling 3.0 Flash vs MiMo-V2-Pro
Ling 3.0 Flash and MiMo-V2-Pro are closely matched at 36.5 and 35.8 on the LLM Stats Score. Ling 3.0 Flash is 16.7x cheaper per token.
InclusionAI · Xiaomi · Updated for 2026
Which is better?
Ling 3.0 Flash and MiMo-V2-Pro are closely matched on the overall LLM Stats Score at 36.5 and 35.8.
In the 1 individual benchmarks reported for both models, Ling 3.0 Flash wins 1; this is a narrower head-to-head signal than the composite indexes.
On price, Ling 3.0 Flash is roughly 16.7x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.
MiMo-V2-Pro also accepts a larger context window (1,000,000 input tokens), making it the stronger choice for long documents and large codebases.
Based on current LLM Stats indexes, shared benchmarks, pricing, and model metadata for 2026.
Choose Ling 3.0 Flash
- you value its reported benchmark strengths — it wins 1 of 1 exact shared results
- cost matters — it's about 16.7x cheaper per token
- you want the most recent training data — it shipped Aug 2026
Choose MiMo-V2-Pro
- you process long inputs — it offers a 1,000,000 token context window
At a glance
The differences that matter most.
Capability indexes
Additional strengths measured across groups of related public benchmarks
Individual benchmarks
19 reported for Ling 3.0 Flash · 7 for MiMo-V2-Pro
Ling 3.0 Flash outperforms in 1 benchmarks (SWE-bench Multilingual), while MiMo-V2-Pro is better at 0 benchmarks.
Ling 3.0 Flash significantly outperforms across most benchmarks.
Human preference
Blind head-to-head votes and playground preference scores
Pricing Analysis
Price comparison per million tokens
For input processing, Ling 3.0 Flash ($0.06/1M tokens) is 16.7x cheaper than MiMo-V2-Pro ($1.00/1M tokens).
For output processing, Ling 3.0 Flash ($0.18/1M tokens) is 16.7x cheaper than MiMo-V2-Pro ($3.00/1M tokens).
In conclusion, MiMo-V2-Pro is more expensive than Ling 3.0 Flash.*
* Using a 3:1 ratio of input to output tokens
Model Size
Parameter count comparison
MiMo-V2-Pro has 876.0B more parameters than Ling 3.0 Flash, making it 706.5% larger.
Context Window
Maximum input and output token capacity
MiMo-V2-Pro accepts 1,000,000 input tokens compared to Ling 3.0 Flash's 131,072 tokens. Ling 3.0 Flash can generate longer responses up to 131,072 tokens, while MiMo-V2-Pro is limited to 16,384 tokens.
Release Timeline
When each model was launched
Ling 3.0 Flash was released on 2026-08-04, while MiMo-V2-Pro was released on 2026-03-18.
Ling 3.0 Flash is 5 months newer than MiMo-V2-Pro.
Aug 4, 2026
1 months ago
4mo newerMar 18, 2026
5 months ago
Knowledge Cutoff
When training data ends
Neither model specifies a knowledge cutoff date.
Unable to compare the recency of their training data.
Provider Availability
Ling 3.0 Flash is available from DeepInfra. MiMo-V2-Pro is available from Xiaomi.
Ling 3.0 Flash
MiMo-V2-Pro
Outputs Comparison
Judge for yourself.
Run your own prompts against Ling 3.0 Flash and MiMo-V2-Pro side-by-side, then vote on the output you prefer.
FAQ
Common questions about Ling 3.0 Flash vs MiMo-V2-Pro.