Llama 3.1 8B Instruct vs Muse Ember
Muse Ember leads the LLM Stats Score 45.9 to -3.2. Llama 3.1 8B Instruct is 8.9x cheaper per token.
Meta · Meta · Updated for 2026
Which is better?
Muse Ember leads the overall LLM Stats Score 45.9 to -3.2, ranking #47 overall.
On price, Llama 3.1 8B Instruct is roughly 8.9x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.
Muse Ember 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 8.9x cheaper per token
- you need open weights you can self-host or fine-tune
Choose Muse Ember
- overall performance matters — it scores 45.9 and ranks #47 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 Nov 2026
At a glance
The differences that matter most.
Capability indexes
Additional strengths measured across groups of related public benchmarks
Individual benchmarks
18 reported for Llama 3.1 8B Instruct · 6 for Muse Ember
Llama 3.1 8B Instruct and Muse Emberdon'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
For input processing, Llama 3.1 8B Instruct ($0.02/1M tokens) is 5.0x cheaper than Muse Ember ($0.10/1M tokens).
For output processing, Llama 3.1 8B Instruct ($0.03/1M tokens) is 16.7x cheaper than Muse Ember ($0.50/1M tokens).
In conclusion, Muse Ember is more expensive than Llama 3.1 8B Instruct.*
* Using a 3:1 ratio of input to output tokens
Context Window
Maximum input and output token capacity
Muse Ember accepts 1,048,576 input tokens compared to Llama 3.1 8B Instruct's 131,072 tokens. Muse Ember can generate longer responses up to 524,288 tokens, while Llama 3.1 8B Instruct is limited to 131,072 tokens.
Input capabilities
Documented input modalities across available providers
Muse Ember supports multimodal inputs, whereas Llama 3.1 8B Instruct does not.
Muse Ember can handle both text and other forms of data like images, making it suitable for multimodal applications.
Llama 3.1 8B Instruct
Muse Ember
License
Usage and distribution terms
Llama 3.1 8B Instruct is licensed under Llama 3.1 Community License, while Muse Ember uses a proprietary license.
License differences may affect how you can use these models in commercial or open-source projects.
Llama 3.1 Community License
Open weights
Proprietary
Closed source
Release Timeline
When each model was launched
Llama 3.1 8B Instruct was released on 2024-07-23, while Muse Ember was released on 2026-11-09.
Muse Ember is 28 months newer than Llama 3.1 8B Instruct.
Jul 23, 2024
2.3 years ago
Nov 9, 2026
3 days ago
2.3yr newerKnowledge Cutoff
When training data ends
Llama 3.1 8B Instruct has a documented knowledge cutoff of 2023-12-31, while Muse Ember'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 Ember's cutoff date.
Dec 2023
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Provider Availability
Llama 3.1 8B Instruct is available from DeepInfra, Lambda, Groq, Sambanova, Cerebras, Hyperbolic, Together, Fireworks, Bedrock. Muse Ember is available from Meta Model API.
Llama 3.1 8B Instruct
Muse Ember
Outputs Comparison
Judge for yourself.
Run your own prompts against Llama 3.1 8B Instruct and Muse Ember side-by-side, then vote on the output you prefer.
FAQ
Common questions about Llama 3.1 8B Instruct vs Muse Ember.