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Ling 3.0 Flash Fin vs Muse Glimmer-30B

Ling 3.0 Flash Fin leads the LLM Stats Score 43.0 to 35.0. Ling 3.0 Flash Fin is 5.8x cheaper per token.

InclusionAI · Meta · Updated for 2026

Which is better?

Ling 3.0 Flash Fin leads the overall LLM Stats Score 43.0 to 35.0, ranking #44 overall.

In the 1 individual benchmarks reported for both models, Ling 3.0 Flash Fin wins 1; this is a narrower head-to-head signal than the composite indexes.

On price, Ling 3.0 Flash Fin is roughly 5.8x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

Ling 3.0 Flash Fin also accepts a larger context window (262,144 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 Fin

  • overall performance matters — it scores 43.0 and ranks #44 on LLM Stats
  • your work emphasizes reasoning and agents — it leads those capability indexes
  • you value its reported benchmark strengths — it wins 1 of 1 exact shared results
  • cost matters — it's about 5.8x cheaper per token
  • you process long inputs — it offers a 262,144 token context window
  • 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
43.0
#44
35.0
#90
44.2
#35
34.4
#88
29.2
#37
16.6
#78
Cost, coverage & limits
Benchmark wins
1 of 1
0 of 1
Input price
$0.06 / M
$0.30 / M
Output price
$0.18 / M
$1.20 / M
Context window
262,144
131,072

Capability indexes

Additional strengths measured across groups of related public benchmarks

1 shared
Index
Ling 3.0 Flash Fin
Muse Glimmer-30B
20.4#58
15.8#87
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

6 reported for Ling 3.0 Flash Fin · 25 for Muse Glimmer-30B

1 shared

Ling 3.0 Flash Fin outperforms in 1 benchmarks (Tau3 Banking), while Muse Glimmer-30B is better at 0 benchmarks.

Ling 3.0 Flash Fin significantly outperforms across most benchmarks.

Sun Sep 20 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

Ling 3.0 Flash Fin costs less

For input processing, Ling 3.0 Flash Fin ($0.06/1M tokens) is 5.0x cheaper than Muse Glimmer-30B ($0.30/1M tokens).

For output processing, Ling 3.0 Flash Fin ($0.18/1M tokens) is 6.7x cheaper than Muse Glimmer-30B ($1.20/1M tokens).

In conclusion, Muse Glimmer-30B is more expensive than Ling 3.0 Flash Fin.*

* Using a 3:1 ratio of input to output tokens

Lowest available price from all providers
Sun Sep 20 2026 • llm-stats.com
InclusionAI
Ling 3.0 Flash Fin
Input tokens$0.06
Output tokens$0.18
Best providerDeepinfra
Meta
Muse Glimmer-30B
Input tokens$0.30
Output tokens$1.20
Best providerDeepinfra
Notice missing or incorrect data?Start an Issue

Model Size

Parameter count comparison

94.4B diff

Ling 3.0 Flash Fin has 94.4B more parameters than Muse Glimmer-30B, making it 318.9% larger.

InclusionAI
Ling 3.0 Flash Fin
124.0Bparameters
Meta
Muse Glimmer-30B
29.6Bparameters
124.0B
Ling 3.0 Flash Fin
29.6B
Muse Glimmer-30B

Context Window

Maximum input and output token capacity

Ling 3.0 Flash Fin accepts 262,144 input tokens compared to Muse Glimmer-30B's 131,072 tokens. Ling 3.0 Flash Fin can generate longer responses up to 262,144 tokens, while Muse Glimmer-30B is limited to 131,072 tokens.

InclusionAI
Ling 3.0 Flash Fin
Input262,144 tokens
Output262,144 tokens
Meta
Muse Glimmer-30B
Input131,072 tokens
Output131,072 tokens
Sun Sep 20 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Muse Glimmer-30B supports multimodal inputs, whereas Ling 3.0 Flash Fin does not.

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

Ling 3.0 Flash Fin

Text
Images
Audio
Video

Muse Glimmer-30B

Text
Images
Audio
Video

Release Timeline

When each model was launched

Ling 3.0 Flash Fin was released on 2026-09-03, while Muse Glimmer-30B was released on 2026-08-10.

Ling 3.0 Flash Fin is 1 month newer than Muse Glimmer-30B.

Ling 3.0 Flash Fin

Sep 3, 2026

2 weeks ago

3w 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 3.0 Flash Fin'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 3.0 Flash Fin's cutoff date.

Ling 3.0 Flash Fin

Muse Glimmer-30B

Jan 2026

Provider Availability

Ling 3.0 Flash Fin is available from DeepInfra. Muse Glimmer-30B is available from DeepInfra.

Ling 3.0 Flash Fin

deepinfra logo
Deepinfra
Input Price:Input: $0.06/1MOutput Price:Output: $0.18/1M

Muse Glimmer-30B

deepinfra logo
Deepinfra
Input Price:Input: $0.30/1MOutput Price:Output: $1.20/1M
* Prices shown are per million tokens

Outputs Comparison

Notice missing or incorrect data?Start an Issue discussion

Judge for yourself.

Run your own prompts against Ling 3.0 Flash Fin and Muse Glimmer-30B side-by-side, then vote on the output you prefer.

Ling 3.0 Flash Fin
✓ Preferred
Muse Glimmer-30B
Open in Playground

FAQ

Common questions about Ling 3.0 Flash Fin vs Muse Glimmer-30B.

Which is better, Ling 3.0 Flash Fin or Muse Glimmer-30B?

Ling 3.0 Flash Fin leads the LLM Stats Score 43.0 to 35.0. Ling 3.0 Flash Fin 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 3.0 Flash Fin compare to Muse Glimmer-30B in benchmarks?

Ling 3.0 Flash Fin scores SpreadSheetBench-v1: 86.5%, Finance Agent v1.1: 69.2%, Finance Agent v2: 59.8%, Tau3 Banking: 41.0%, APEX-Agents: 29.2%. Muse Glimmer-30B scores AIME 2026: 94.7%, Siren AgentDojo Utility: 94.2%, GPQA: 83.5%, AA-LCR: 80.0%, CharXiv-R: 78.8%.

Is Ling 3.0 Flash Fin cheaper than Muse Glimmer-30B?

Ling 3.0 Flash Fin is 5.0x cheaper for input tokens. Ling 3.0 Flash Fin costs $0.06/M input and $0.18/M output via deepinfra. Muse Glimmer-30B costs $0.30/M input and $1.20/M output via deepinfra.

What are the context window sizes for Ling 3.0 Flash Fin and Muse Glimmer-30B?

Ling 3.0 Flash Fin supports 262K 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 3.0 Flash Fin and Muse Glimmer-30B?

Key differences include LLM Stats Score (43.0 vs 35.0), context window (262K vs 131K), input pricing ($0.06 vs $0.30/M), multimodal support (no vs yes), licensing (Unknown vs Apache 2.0). See the full comparison above for benchmark-by-benchmark results.

Who makes Ling 3.0 Flash Fin and Muse Glimmer-30B?

Ling 3.0 Flash Fin is developed by InclusionAI and Muse Glimmer-30B is developed by Meta.