Llama 3.1 8B Instruct vs Muse Spark 1.2
At a Glance
| Compare |  Muse Spark 1.2Meta | |
|---|---|---|
| Pricing and Limits | ||
| Input priceFrom · USD / 1M tokens | $0.050Openrouter ↗ · Sep 22, 2026 | Not reported |
| Output priceFrom · USD / 1M tokens | $0.080Openrouter ↗ · Sep 22, 2026 | Not reported |
| Context windowMaximum documented tokens | 131K | Not reported |
| Model facts checked | Aug 28, 2026View model evidence → | Sep 3, 2026View model evidence → |
Token prices are the lowest available sourced USD rates; input and output may use different providers. Cost ranking estimates output spend on LiveBench, not a full request bill. Ranking methodology →
Available Benchmarks
| Benchmark | Llama-3.1-8B-Instruct | Muse Spark 1.2 |
|---|---|---|
| LMArena Text Arenatext-2026-09-13-d25aabda0010 · arena_rating · leader | 1,186.4880% of row best · rating · llama-3.1-8b-instruct; 95% CI [1182.38141125, 1190.58254982]; votes 49605; rank 313 | 1,489.44100% of row best · rating · muse-spark-1.2 (xHigh); 95% CI [1478.95697715, 1499.92080617]; votes 3227; rank 11 |
| Overall ResultCounted from the protocol-matched rows above | 0 benchmark winsNo overall winner | 1 benchmark winNo overall winner |
Third-party benchmark Only like-for-like primary-publisher results are shown; raw scores, relative scores, configuration, and token spend remain visible.
Side-by-Side Facts
| Field | Llama-3.1-8B-Instruct | Muse Spark 1.2 |
|---|---|---|
| Developer | Meta | Meta |
| Family | Llama 3 1 8b Instruct | Muse Spark |
| Model | Llama-3.1-8B-Instruct | Muse Spark 1.2 |
| Version | Llama-3.1-8B-Instruct | Muse Spark 1.2 |
| Lifecycle | active | preview |
| Released | 2024-07-23 | 2026-08-05 |
| Knowledge cutoff | Unknown | Unknown |
| Input modalities | Text | Text, Image, Video, Audio |
| Output modalities | Text | Text |
| Context window | 131K | Unknown |
| Total parameters | 8B | Unknown |
| Active parameters | Unknown | Unknown |
| License | llama3.1 | Unknown |
| Open weights | Yes | No |
| API available | Yes | Yes |
| Self-hostable | Yes | No |
| Provider access | Hugging Face (Standard), Openrouter (Standard) | Unknown |
| Capabilities | chat, generation, tools | chat, computer-use, generation, reasoning, research, structured_outputs, tools |
Llama 3.1 8B Instruct Capabilities
Muse Spark 1.2 Capabilities
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Primary Evidence
Sources and Freshness
Questions
Llama 3.1 8B Instruct vs Muse Spark 1.2 FAQs
Is Llama 3.1 8B Instruct or Muse Spark 1.2 better for coding?+
This comparison does not currently contain a protocol-matched coding benchmark for both Llama 3.1 8B Instruct and Muse Spark 1.2, so Model Markets cannot name a coding leader from pricing, context size, or capability labels alone.
Which is cheaper, Llama 3.1 8B Instruct or Muse Spark 1.2?+
Only Llama 3.1 8B Instruct has a directly sourced input price: $0.050 per million tokens. Only Llama 3.1 8B Instruct has a directly sourced output price: $0.080 per million tokens.
Which has a larger context window, Llama 3.1 8B Instruct or Muse Spark 1.2?+
Neither model has a larger sourced context window in this comparison. Llama 3.1 8B Instruct is 131K and Muse Spark 1.2 is —.
Which performs better in benchmarks, Llama 3.1 8B Instruct or Muse Spark 1.2?+
There is no overall benchmark winner: At least two independently verified, protocol-matched benchmarks are required for an overall winner.
Can Llama 3.1 8B Instruct or Muse Spark 1.2 be self-hosted?+
Llama 3.1 8B Instruct is the only model in this pair currently marked as self-hostable. Llama 3.1 8B Instruct is open weight; Muse Spark 1.2 is not marked open weight.
Can Llama 3.1 8B Instruct and Muse Spark 1.2 understand images?+
Llama 3.1 8B Instruct is not documented with image input; Muse Spark 1.2 is documented with image input. This reflects supported input modalities, not vision quality.
Which can generate longer answers, Llama 3.1 8B Instruct or Muse Spark 1.2?+
Neither has a larger sourced maximum output. Llama 3.1 8B Instruct is — and Muse Spark 1.2 is —.
Do Llama 3.1 8B Instruct and Muse Spark 1.2 support reasoning and tool use?+
Llama 3.1 8B Instruct: tool calling. Muse Spark 1.2: reasoning, tool calling, and image input. Feature support does not establish relative quality.
Which is available from more inference providers, Llama 3.1 8B Instruct or Muse Spark 1.2?+
Llama 3.1 8B Instruct has 2 sourced provider routes; Muse Spark 1.2 has 0, so Llama 3.1 8B Instruct has broader tracked availability.
Which offers better value, Llama 3.1 8B Instruct or Muse Spark 1.2?+
There is no universal value winner. Compare the input and output prices above with the matched benchmark result for your workload: cheaper tokens can be offset by different quality, token usage, latency, or provider availability.