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Ling 3.1 Flash vs Muse Glimmer-30B

Ling 3.1 Flash leads the LLM Stats Score 51.0 to 34.5.

InclusionAI · Meta · Updated for 2026

Which is better?

Ling 3.1 Flash leads the overall LLM Stats Score 51.0 to 34.5, ranking #15 overall.

In the 1 individual benchmarks reported for both models, Ling 3.1 Flash wins 1; this is a narrower head-to-head signal than the composite indexes.

Based on current LLM Stats indexes, shared benchmarks, pricing, and model metadata for 2026.

Choose Ling 3.1 Flash

  • overall performance matters — it scores 51.0 and ranks #15 on LLM Stats
  • your work emphasizes reasoning and coding — it leads those capability indexes
  • you value its reported benchmark strengths — it wins 1 of 1 exact shared results
  • you want the most recent training data — it shipped Sep 2026

Choose Muse Glimmer-30B

  • you need open weights you can self-host or fine-tune

At a glance

The differences that matter most.

Core performance indexes
51.0
#15
34.5
#104
47.5
#26
34.0
#103
38.8
#18
21.6
#96
38.0
#12
15.9
#94
Cost, coverage & limits
Benchmark wins
1 of 1
0 of 1
Input price
— / M
$0.30 / M
Output price
— / M
$1.20 / M
Context window
—
131,072

Capability indexes

Additional strengths measured across groups of related public benchmarks

1 shared
Index
Ling 3.1 Flash
Muse Glimmer-30B
29.0#16
13.6#107
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

11 reported for Ling 3.1 Flash · 25 for Muse Glimmer-30B

1 shared

Ling 3.1 Flash outperforms in 1 benchmarks (SkillsBench), while Muse Glimmer-30B is better at 0 benchmarks.

Ling 3.1 Flash significantly outperforms across most benchmarks.

Thu Oct 08 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Model Size

Parameter count comparison

530.4B diff

Ling 3.1 Flash has 530.4B more parameters than Muse Glimmer-30B, making it 1791.9% larger.

InclusionAI
Ling 3.1 Flash
560.0Bparameters
Meta
Muse Glimmer-30B
29.6Bparameters
560.0B
Ling 3.1 Flash
29.6B
Muse Glimmer-30B

Context Window

Maximum input and output token capacity

Only Muse Glimmer-30B specifies input context (131,072 tokens). Only Muse Glimmer-30B specifies output context (131,072 tokens).

InclusionAI
Ling 3.1 Flash
Input- tokens
Output- tokens
Meta
Muse Glimmer-30B
Input131,072 tokens
Output131,072 tokens
Thu Oct 08 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Muse Glimmer-30B supports multimodal inputs, whereas Ling 3.1 Flash does not.

Muse Glimmer-30B can handle both text and other forms of data like images, making it suitable for multimodal applications.

Ling 3.1 Flash

Text
Images
Audio
Video

Muse Glimmer-30B

Text
Images
Audio
Video

Release Timeline

When each model was launched

Ling 3.1 Flash was released on 2026-09-30, while Muse Glimmer-30B was released on 2026-08-10.

Ling 3.1 Flash is 2 months newer than Muse Glimmer-30B.

Ling 3.1 Flash

Sep 30, 2026

1 weeks ago

1mo newer
Muse Glimmer-30B

Aug 10, 2026

1 months ago

Knowledge Cutoff

When training data ends

Muse Glimmer-30B has a documented knowledge cutoff of 2026-01-04, while Ling 3.1 Flash's cutoff date is not specified.

We can confirm Muse Glimmer-30B's training data extends to 2026-01-04, but cannot make a direct comparison without Ling 3.1 Flash's cutoff date.

Ling 3.1 Flash

—

Muse Glimmer-30B

Jan 2026

Outputs Comparison

Notice missing or incorrect data?

Judge for yourself.

Run your own prompts against Ling 3.1 Flash and Muse Glimmer-30B side-by-side, then vote on the output you prefer.

Ling 3.1 Flash
✓ Preferred
Muse Glimmer-30B
Open in Playground

FAQ

Common questions about Ling 3.1 Flash vs Muse Glimmer-30B.

Which is better, Ling 3.1 Flash or Muse Glimmer-30B?

Ling 3.1 Flash leads the LLM Stats Score 51.0 to 34.5. Ling 3.1 Flash is made by InclusionAI and Muse Glimmer-30B is made by Meta. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does Ling 3.1 Flash compare to Muse Glimmer-30B in benchmarks?

Ling 3.1 Flash scores CyberGym: 87.9%, DRACO: 85.5%, FrontierSWE: 75.2%, Multi-Challenge: 69.8%, SkillsBench: 68.7%. Muse Glimmer-30B scores AIME 2026: 94.7%, Siren AgentDojo Utility: 94.2%, GPQA: 83.5%, AA-LCR: 80.0%, CharXiv-R: 78.8%.

What are the context window sizes for Ling 3.1 Flash and Muse Glimmer-30B?

Ling 3.1 Flash supports an unknown number of tokens and Muse Glimmer-30B supports 131K tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between Ling 3.1 Flash and Muse Glimmer-30B?

Key differences include LLM Stats Score (51.0 vs 34.5), multimodal support (no vs yes), licensing (Unknown vs Apache 2.0). See the full comparison above for benchmark-by-benchmark results.

Who makes Ling 3.1 Flash and Muse Glimmer-30B?

Ling 3.1 Flash is developed by InclusionAI and Muse Glimmer-30B is developed by Meta.