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Llama 3.2 3B Instruct vs Muse Spark Open

Muse Spark Open leads the LLM Stats Score 44.9 to -6.4. Llama 3.2 3B Instruct is 160.0x cheaper per token.

Meta · Meta · Updated for 2026

Which is better?

Muse Spark Open leads the overall LLM Stats Score 44.9 to -6.4, ranking #43 overall.

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

On price, Llama 3.2 3B Instruct is roughly 160.0x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

Muse Spark Open also accepts a larger context window (1,048,576 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 Llama 3.2 3B Instruct

  • cost matters — it's about 160.0x cheaper per token

Choose Muse Spark Open

  • overall performance matters — it scores 44.9 and ranks #43 on LLM Stats
  • your work emphasizes reasoning — it leads those capability indexes
  • you value its reported benchmark strengths — it wins 1 of 1 exact shared results
  • you process long inputs — it offers a 1,048,576 token context window
  • you want the most recent training data — it shipped Oct 2026

At a glance

The differences that matter most.

Core performance indexes
-6.4
#384
44.9
#43
-7.0
#378
45.2
#39
Cost, coverage & limits
Benchmark wins
0 of 1
1 of 1
Input price
$0.01 / M
$1.25 / M
Output price
$0.02 / M
$4.25 / M
Context window
128,000
1,048,576

Capability indexes

Additional strengths measured across groups of related public benchmarks

2 shared
Index
Llama 3.2 3B Instruct
Muse Spark Open
-3.7#325
31.6#69
4.7#175
23.3#44
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

15 reported for Llama 3.2 3B Instruct · 17 for Muse Spark Open

1 shared

Llama 3.2 3B Instruct outperforms in 0 benchmarks, while Muse Spark Open is better at 1 benchmark (GPQA).

Muse Spark Open significantly outperforms across most benchmarks.

Mon Oct 19 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

Llama 3.2 3B Instruct costs less

For input processing, Llama 3.2 3B Instruct ($0.01/1M tokens) is 125.0x cheaper than Muse Spark Open ($1.25/1M tokens).

For output processing, Llama 3.2 3B Instruct ($0.02/1M tokens) is 212.5x cheaper than Muse Spark Open ($4.25/1M tokens).

In conclusion, Muse Spark Open is more expensive than Llama 3.2 3B Instruct.*

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

Lowest available price from all providers
Mon Oct 19 2026 • llm-stats.com
Meta
Llama 3.2 3B Instruct
Input tokens$0.01
Output tokens$0.02
Best providerDeepinfra
Meta
Muse Spark Open
Input tokens$1.25
Output tokens$4.25
Best providerTogether
Notice missing or incorrect data?

Model Size

Parameter count comparison

812.8B diff

Muse Spark Open has 812.8B more parameters than Llama 3.2 3B Instruct, making it 25320.6% larger.

Meta
Llama 3.2 3B Instruct
3.2Bparameters
Meta
Muse Spark Open
816.0Bparameters
3.2B
Llama 3.2 3B Instruct
816.0B
Muse Spark Open

Context Window

Maximum input and output token capacity

Muse Spark Open accepts 1,048,576 input tokens compared to Llama 3.2 3B Instruct's 128,000 tokens. Muse Spark Open can generate longer responses up to 1,048,576 tokens, while Llama 3.2 3B Instruct is limited to 128,000 tokens.

Meta
Llama 3.2 3B Instruct
Input128,000 tokens
Output128,000 tokens
Meta
Muse Spark Open
Input1,048,576 tokens
Output1,048,576 tokens
Mon Oct 19 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Muse Spark Open supports multimodal inputs, whereas Llama 3.2 3B Instruct does not.

Muse Spark Open can handle both text and other forms of data like images, making it suitable for multimodal applications.

Llama 3.2 3B Instruct

Text
Images
Audio
Video

Muse Spark Open

Text
Images
Audio
Video

License

Usage and distribution terms

Llama 3.2 3B Instruct is licensed under Llama 3.2 Community License, while Muse Spark Open uses Muse Model License.

License differences may affect how you can use these models in commercial or open-source projects.

Llama 3.2 3B Instruct

Llama 3.2 Community License

Open weights

Muse Spark Open

Muse Model License

Open weights

Release Timeline

When each model was launched

Llama 3.2 3B Instruct was released on 2024-09-25, while Muse Spark Open was released on 2026-10-15.

Muse Spark Open is 25 months newer than Llama 3.2 3B Instruct.

Llama 3.2 3B Instruct

Sep 25, 2024

2.1 years ago

Muse Spark Open

Oct 15, 2026

4 days ago

2.1yr newer

Knowledge Cutoff

When training data ends

Neither model specifies a knowledge cutoff date.

Unable to compare the recency of their training data.

No cutoff dates available

Provider Availability

Llama 3.2 3B Instruct is available from DeepInfra. Muse Spark Open is available from Together.

Llama 3.2 3B Instruct

deepinfra logo
Deepinfra
Input Price:Input: $0.01/1MOutput Price:Output: $0.02/1M

Muse Spark Open

together logo
Together
Input Price:Input: $1.25/1MOutput Price:Output: $4.25/1M
* Prices shown are per million tokens

Outputs Comparison

Notice missing or incorrect data?

Judge for yourself.

Run your own prompts against Llama 3.2 3B Instruct and Muse Spark Open side-by-side, then vote on the output you prefer.

Llama 3.2 3B Instruct
✓ Preferred
Muse Spark Open
Open in Playground

FAQ

Common questions about Llama 3.2 3B Instruct vs Muse Spark Open.

Which is better, Llama 3.2 3B Instruct or Muse Spark Open?

Muse Spark Open leads the LLM Stats Score 44.9 to -6.4. Llama 3.2 3B Instruct is made by Meta and Muse Spark Open is made by Meta. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does Llama 3.2 3B Instruct compare to Muse Spark Open in benchmarks?

Llama 3.2 3B Instruct scores NIH/Multi-needle: 84.7%, ARC-C: 78.6%, GSM8k: 77.7%, IFEval: 77.4%, HellaSwag: 69.8%. Muse Spark Open scores MCP Atlas: 89.2%, GPQA: 89.0%, OSWorld-Verified: 80.4%, BabyVision: 80.2%, Terminal-Bench 2.1: 76.4%.

Is Llama 3.2 3B Instruct cheaper than Muse Spark Open?

Llama 3.2 3B Instruct is 125.0x cheaper for input tokens. Llama 3.2 3B Instruct costs $0.01/M input and $0.02/M output via deepinfra. Muse Spark Open costs $1.25/M input and $4.25/M output via together.

What are the context window sizes for Llama 3.2 3B Instruct and Muse Spark Open?

Llama 3.2 3B Instruct supports 128K tokens and Muse Spark Open supports 1.0M tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between Llama 3.2 3B Instruct and Muse Spark Open?

Key differences include LLM Stats Score (-6.4 vs 44.9), context window (128K vs 1.0M), input pricing ($0.01 vs $1.25/M), multimodal support (no vs yes), licensing (Llama 3.2 Community License vs Muse Model License). See the full comparison above for benchmark-by-benchmark results.