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GPT OSS 120B High vs Muse Spark Open

Muse Spark Open leads the LLM Stats Score 44.9 to 25.1. GPT OSS 120B High is 10.0x cheaper per token.

OpenAI · Meta · Updated for 2026

Which is better?

Muse Spark Open leads the overall LLM Stats Score 44.9 to 25.1, 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, GPT OSS 120B High is roughly 10.0x 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 GPT OSS 120B High

  • cost matters — it's about 10.0x cheaper per token

Choose Muse Spark Open

  • overall performance matters — it scores 44.9 and ranks #43 on LLM Stats
  • your work emphasizes reasoning and agents — 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
25.1
#182
44.9
#43
25.4
#173
45.2
#39
3.0
#183
30.6
#43
Cost, coverage & limits
Benchmark wins
0 of 1
1 of 1
Input price
$0.10 / M
$1.25 / M
Output price
$0.50 / M
$4.25 / M
Context window
131,072
1,048,576

Capability indexes

Additional strengths measured across groups of related public benchmarks

1 shared
Index
GPT OSS 120B High
Muse Spark Open
24.1#129
31.6#69
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

7 reported for GPT OSS 120B High · 17 for Muse Spark Open

1 shared

GPT OSS 120B High 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

GPT OSS 120B High costs less

For input processing, GPT OSS 120B High ($0.10/1M tokens) is 12.5x cheaper than Muse Spark Open ($1.25/1M tokens).

For output processing, GPT OSS 120B High ($0.50/1M tokens) is 8.5x cheaper than Muse Spark Open ($4.25/1M tokens).

In conclusion, Muse Spark Open is more expensive than GPT OSS 120B High.*

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

Lowest available price from all providers
Mon Oct 19 2026 • llm-stats.com
OpenAI
GPT OSS 120B High
Input tokens$0.10
Output tokens$0.50
Best providerOpenAI
Meta
Muse Spark Open
Input tokens$1.25
Output tokens$4.25
Best providerTogether
Notice missing or incorrect data?

Model Size

Parameter count comparison

699.2B diff

Muse Spark Open has 699.2B more parameters than GPT OSS 120B High, making it 598.6% larger.

OpenAI
GPT OSS 120B High
116.8Bparameters
Meta
Muse Spark Open
816.0Bparameters
116.8B
GPT OSS 120B High
816.0B
Muse Spark Open

Context Window

Maximum input and output token capacity

Muse Spark Open accepts 1,048,576 input tokens compared to GPT OSS 120B High's 131,072 tokens. Muse Spark Open can generate longer responses up to 1,048,576 tokens, while GPT OSS 120B High is limited to 131,072 tokens.

OpenAI
GPT OSS 120B High
Input131,072 tokens
Output131,072 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 GPT OSS 120B High does not.

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

GPT OSS 120B High

Text
Images
Audio
Video

Muse Spark Open

Text
Images
Audio
Video

License

Usage and distribution terms

GPT OSS 120B High is licensed under Apache 2.0, while Muse Spark Open uses Muse Model License.

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

GPT OSS 120B High

Apache 2.0

Open weights

Muse Spark Open

Muse Model License

Open weights

Release Timeline

When each model was launched

GPT OSS 120B High was released on 2025-08-05, while Muse Spark Open was released on 2026-10-15.

Muse Spark Open is 15 months newer than GPT OSS 120B High.

GPT OSS 120B High

Aug 5, 2025

1.2 years ago

Muse Spark Open

Oct 15, 2026

4 days ago

1.2yr 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

GPT OSS 120B High is available from OpenAI, Fireworks. Muse Spark Open is available from Together.

GPT OSS 120B High

openai logo
OpenAI
Input Price:Input: $0.10/1MOutput Price:Output: $0.50/1M
fireworks logo
Fireworks
Input Price:Input: $0.15/1MOutput Price:Output: $0.60/1M

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 GPT OSS 120B High and Muse Spark Open side-by-side, then vote on the output you prefer.

GPT OSS 120B High
✓ Preferred
Muse Spark Open
Open in Playground

FAQ

Common questions about GPT OSS 120B High vs Muse Spark Open.

Which is better, GPT OSS 120B High or Muse Spark Open?

Muse Spark Open leads the LLM Stats Score 44.9 to 25.1. GPT OSS 120B High is made by OpenAI 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 GPT OSS 120B High compare to Muse Spark Open in benchmarks?

GPT OSS 120B High scores AIME 2025: 92.5%, MMMLU: 83.8%, LiveCodeBench v6: 81.9%, GPQA: 80.9%, MMLU-Pro: 80.7%. 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 GPT OSS 120B High cheaper than Muse Spark Open?

GPT OSS 120B High is 12.5x cheaper for input tokens. GPT OSS 120B High costs $0.10/M input and $0.50/M output via openai. Muse Spark Open costs $1.25/M input and $4.25/M output via together.

What are the context window sizes for GPT OSS 120B High and Muse Spark Open?

GPT OSS 120B High supports 131K 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 GPT OSS 120B High and Muse Spark Open?

Key differences include LLM Stats Score (25.1 vs 44.9), context window (131K vs 1.0M), input pricing ($0.10 vs $1.25/M), multimodal support (no vs yes), licensing (Apache 2.0 vs Muse Model License). See the full comparison above for benchmark-by-benchmark results.

Who makes GPT OSS 120B High and Muse Spark Open?

GPT OSS 120B High is developed by OpenAI and Muse Spark Open is developed by Meta.