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Llama 3.1 8B Instruct vs Muse Spark 1.3

Muse Spark 1.3 leads the LLM Stats Score 55.4 to -2.4. Llama 3.1 8B Instruct is 4.2x cheaper per token.

Meta · Meta · Updated for 2026

Which is better?

Muse Spark 1.3 leads the overall LLM Stats Score 55.4 to -2.4, ranking #5 overall.

On price, Llama 3.1 8B Instruct is roughly 4.2x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

Muse Spark 1.3 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 3.1 8B Instruct

  • cost matters — it's about 4.2x cheaper per token
  • you need open weights you can self-host or fine-tune

Choose Muse Spark 1.3

  • overall performance matters — it scores 55.4 and ranks #5 on LLM Stats
  • your work emphasizes reasoning and coding — it leads those capability indexes
  • you process long inputs — it offers a 1,048,576 token context window
  • you want the most recent training data — it shipped Sep 2026

At a glance

The differences that matter most.

Core performance indexes
-2.4
#326
55.4
#5
-3.5
#324
53.0
#6
-2.2
#239
41.6
#9
Cost, coverage & limits
Benchmark wins
Input price
$0.03 / M
$0.10 / M
Output price
$0.03 / M
$0.20 / M
Context window
131,072
1,048,576

Capability indexes

Additional strengths measured across groups of related public benchmarks

1 shared
Index
Llama 3.1 8B Instruct
Muse Spark 1.3
17.0#75
35.4#1
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

18 reported for Llama 3.1 8B Instruct · 11 for Muse Spark 1.3

No common benchmarks found

Llama 3.1 8B Instruct and Muse Spark 1.3don't have any common benchmark datasets to compare. They may have been evaluated on different testing suites.

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

Llama 3.1 8B Instruct costs less

For input processing, Llama 3.1 8B Instruct ($0.03/1M tokens) is 3.3x cheaper than Muse Spark 1.3 ($0.10/1M tokens).

For output processing, Llama 3.1 8B Instruct ($0.03/1M tokens) is 6.7x cheaper than Muse Spark 1.3 ($0.20/1M tokens).

In conclusion, Muse Spark 1.3 is more expensive than Llama 3.1 8B Instruct.*

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

Lowest available price from all providers
Thu Sep 03 2026 • llm-stats.com
Meta
Llama 3.1 8B Instruct
Input tokens$0.03
Output tokens$0.03
Best providerLambda
Meta
Muse Spark 1.3
Input tokens$0.10
Output tokens$0.20
Best providerMeta
Notice missing or incorrect data?Start an Issue

Context Window

Maximum input and output token capacity

Muse Spark 1.3 accepts 1,048,576 input tokens compared to Llama 3.1 8B Instruct's 131,072 tokens. Muse Spark 1.3 can generate longer responses up to 943,718 tokens, while Llama 3.1 8B Instruct is limited to 131,072 tokens.

Meta
Llama 3.1 8B Instruct
Input131,072 tokens
Output131,072 tokens
Meta
Muse Spark 1.3
Input1,048,576 tokens
Output943,718 tokens
Thu Sep 03 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Muse Spark 1.3 supports multimodal inputs, whereas Llama 3.1 8B Instruct does not.

Muse Spark 1.3 can handle both text and other forms of data like images, making it suitable for multimodal applications.

Llama 3.1 8B Instruct

Text
Images
Audio
Video

Muse Spark 1.3

Text
Images
Audio
Video

License

Usage and distribution terms

Llama 3.1 8B Instruct is licensed under Llama 3.1 Community License, while Muse Spark 1.3 uses a proprietary license.

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

Llama 3.1 8B Instruct

Llama 3.1 Community License

Open weights

Muse Spark 1.3

Proprietary

Closed source

Release Timeline

When each model was launched

Llama 3.1 8B Instruct was released on 2024-07-23, while Muse Spark 1.3 was released on 2026-09-02.

Muse Spark 1.3 is 26 months newer than Llama 3.1 8B Instruct.

Llama 3.1 8B Instruct

Jul 23, 2024

2.1 years ago

Muse Spark 1.3

Sep 2, 2026

0 days ago

2.1yr newer

Knowledge Cutoff

When training data ends

Llama 3.1 8B Instruct has a documented knowledge cutoff of 2023-12-31, while Muse Spark 1.3's cutoff date is not specified.

We can confirm Llama 3.1 8B Instruct's training data extends to 2023-12-31, but cannot make a direct comparison without Muse Spark 1.3's cutoff date.

Llama 3.1 8B Instruct

Dec 2023

Muse Spark 1.3

Provider Availability

Llama 3.1 8B Instruct is available from Lambda, DeepInfra, Groq, Sambanova, Cerebras, Hyperbolic, Together, Fireworks, Bedrock. Muse Spark 1.3 is available from Meta Model API.

Llama 3.1 8B Instruct

lambda logo
Lambda
Input Price:Input: $0.03/1MOutput Price:Output: $0.03/1M
deepinfra logo
Deepinfra
Input Price:Input: $0.05/1MOutput Price:Output: $0.05/1M
groq logo
Groq
Input Price:Input: $0.05/1MOutput Price:Output: $0.08/1M
sambanova logo
Sambanova
Input Price:Input: $0.10/1MOutput Price:Output: $0.20/1M
cerebras logo
Cerebras
Input Price:Input: $0.10/1MOutput Price:Output: $0.10/1M
hyperbolic logo
Hyperbolic
Input Price:Input: $0.10/1MOutput Price:Output: $0.10/1M
together logo
Together
Input Price:Input: $0.20/1MOutput Price:Output: $0.20/1M
fireworks logo
Fireworks
Input Price:Input: $0.20/1MOutput Price:Output: $0.20/1M
bedrock logo
AWS Bedrock
Input Price:Input: $0.22/1MOutput Price:Output: $0.22/1M

Muse Spark 1.3

meta logo
Meta
Input Price:Input: $0.10/1MOutput Price:Output: $0.20/1M
* 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 Llama 3.1 8B Instruct and Muse Spark 1.3 side-by-side, then vote on the output you prefer.

Llama 3.1 8B Instruct
✓ Preferred
Muse Spark 1.3
Open in Playground

FAQ

Common questions about Llama 3.1 8B Instruct vs Muse Spark 1.3.

Which is better, Llama 3.1 8B Instruct or Muse Spark 1.3?

Muse Spark 1.3 leads the LLM Stats Score 55.4 to -2.4. Llama 3.1 8B Instruct is made by Meta and Muse Spark 1.3 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 3.1 8B Instruct compare to Muse Spark 1.3 in benchmarks?

Llama 3.1 8B Instruct scores GSM-8K (CoT): 84.5%, ARC-C: 83.4%, API-Bank: 82.6%, IFEval: 80.4%, BFCL: 76.1%. Muse Spark 1.3 scores MRCR v2 (8-needle): 98.5%, MRCR v2 (8-needle, 512K-1M): 98.1%, DeepSearchQA: 89.4%, Terminal-Bench 2.1: 88.8%, DeepSWE 1.1: 75.4%.

Is Llama 3.1 8B Instruct cheaper than Muse Spark 1.3?

Llama 3.1 8B Instruct is 3.3x cheaper for input tokens. Llama 3.1 8B Instruct costs $0.03/M input and $0.03/M output via lambda. Muse Spark 1.3 costs $0.10/M input and $0.20/M output via meta.

What are the context window sizes for Llama 3.1 8B Instruct and Muse Spark 1.3?

Llama 3.1 8B Instruct supports 131K tokens and Muse Spark 1.3 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 3.1 8B Instruct and Muse Spark 1.3?

Key differences include LLM Stats Score (-2.4 vs 55.4), context window (131K vs 1.0M), input pricing ($0.03 vs $0.10/M), multimodal support (no vs yes), licensing (Llama 3.1 Community License vs Proprietary). See the full comparison above for benchmark-by-benchmark results.