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Muse Spark 1.1

AI model Released

API mode
Chat*
Context window
1,048,576 tokens
Maximum output
131,072 tokens
Open weights
No

Capability & preference

Human preference · Arena

Overall text preferences from head-to-head votes. Not factual accuracy or a task-success rate.

Muse Spark 1.1 1478.3 Muse Spark 1.1 · 95% interval 1474.2–1482.4 · 46,354 votes · 2026-10-28

Recorded results

Only the same benchmark, version, workload, scenario and unit share a row. Missing results are not zero. System results include the full submitted hardware and software configuration.

Arena text preference / chinesehuman preference · 2026-10-28 · rating

Muse Spark 1.1

1,515.27 rating

Confidence interval: 1,504.72 – 1,525.82

3657 votes

Category
chinese
Evaluated configuration
Muse Spark 1.1
Evaluation type
human preference
Arena text preference / codinghuman preference · 2026-10-28 · rating

Muse Spark 1.1

1,497.74 rating

Confidence interval: 1,491.49 – 1,503.99

12770 votes

Category
coding
Evaluated configuration
Muse Spark 1.1
Evaluation type
human preference
Arena text preference / creative_writinghuman preference · 2026-10-28 · rating

Muse Spark 1.1

1,435.42 rating

Confidence interval: 1,428.29 – 1,442.55

9733 votes

Category
creative_writing
Evaluated configuration
Muse Spark 1.1
Evaluation type
human preference
Arena text preference / englishhuman preference · 2026-10-28 · rating

Muse Spark 1.1

1,478.05 rating

Confidence interval: 1,472.65 – 1,483.45

18732 votes

Category
english
Evaluated configuration
Muse Spark 1.1
Evaluation type
human preference
Arena text preference / exclude_tieshuman preference · 2026-10-28 · rating

Muse Spark 1.1

1,486.23 rating

Confidence interval: 1,480.85 – 1,491.60

34359 votes

Category
exclude_ties
Evaluated configuration
Muse Spark 1.1
Evaluation type
human preference
Arena text preference / experthuman preference · 2026-10-28 · rating

Muse Spark 1.1

1,477.58 rating

Confidence interval: 1,468.95 – 1,486.22

5430 votes

Category
expert
Evaluated configuration
Muse Spark 1.1
Evaluation type
human preference
Arena text preference / frenchhuman preference · 2026-10-28 · rating

Muse Spark 1.1

1,492.03 rating

Confidence interval: 1,475.80 – 1,508.27

1607 votes

Category
french
Evaluated configuration
Muse Spark 1.1
Evaluation type
human preference
Arena text preference / germanhuman preference · 2026-10-28 · rating

Muse Spark 1.1

1,467.11 rating

Confidence interval: 1,445.71 – 1,488.52

846 votes

Category
german
Evaluated configuration
Muse Spark 1.1
Evaluation type
human preference
Arena text preference / hard_promptshuman preference · 2026-10-28 · rating

Muse Spark 1.1

1,485.87 rating

Confidence interval: 1,481.12 – 1,490.61

30567 votes

Category
hard_prompts
Evaluated configuration
Muse Spark 1.1
Evaluation type
human preference
Arena text preference / hard_prompts_englishhuman preference · 2026-10-28 · rating

Muse Spark 1.1

1,480.92 rating

Confidence interval: 1,474.64 – 1,487.21

12336 votes

Category
hard_prompts_english
Evaluated configuration
Muse Spark 1.1
Evaluation type
human preference
Arena text preference / industry_business_and_management_and_financial_operationshuman preference · 2026-10-28 · rating

Muse Spark 1.1

1,470.37 rating

Confidence interval: 1,463.23 – 1,477.50

8796 votes

Category
industry_business_and_management_and_financial_operations
Evaluated configuration
Muse Spark 1.1
Evaluation type
human preference
Arena text preference / industry_entertainment_and_sports_and_mediahuman preference · 2026-10-28 · rating

Muse Spark 1.1

1,437.41 rating

Confidence interval: 1,430.81 – 1,444.01

11845 votes

Category
industry_entertainment_and_sports_and_media
Evaluated configuration
Muse Spark 1.1
Evaluation type
human preference
Arena text preference / industry_legal_and_governmenthuman preference · 2026-10-28 · rating

Muse Spark 1.1

1,482.29 rating

Confidence interval: 1,472.22 – 1,492.37

3962 votes

Category
industry_legal_and_government
Evaluated configuration
Muse Spark 1.1
Evaluation type
human preference
Arena text preference / industry_life_and_physical_and_social_sciencehuman preference · 2026-10-28 · rating

Muse Spark 1.1

1,483.10 rating

Confidence interval: 1,475.69 – 1,490.51

7780 votes

Category
industry_life_and_physical_and_social_science
Evaluated configuration
Muse Spark 1.1
Evaluation type
human preference
Arena text preference / industry_mathematicalhuman preference · 2026-10-28 · rating

Muse Spark 1.1

1,484.86 rating

Confidence interval: 1,472.98 – 1,496.74

2683 votes

Category
industry_mathematical
Evaluated configuration
Muse Spark 1.1
Evaluation type
human preference
Arena text preference / industry_medicine_and_healthcarehuman preference · 2026-10-28 · rating

Muse Spark 1.1

1,480.17 rating

Confidence interval: 1,469.35 – 1,491.00

3389 votes

Category
industry_medicine_and_healthcare
Evaluated configuration
Muse Spark 1.1
Evaluation type
human preference
Arena text preference / industry_software_and_it_serviceshuman preference · 2026-10-28 · rating

Muse Spark 1.1

1,498.31 rating

Confidence interval: 1,492.78 – 1,503.84

17897 votes

Category
industry_software_and_it_services
Evaluated configuration
Muse Spark 1.1
Evaluation type
human preference
Arena text preference / industry_writing_and_literature_and_languagehuman preference · 2026-10-28 · rating

Muse Spark 1.1

1,447.85 rating

Confidence interval: 1,441.47 – 1,454.22

12812 votes

Category
industry_writing_and_literature_and_language
Evaluated configuration
Muse Spark 1.1
Evaluation type
human preference
Arena text preference / instruction_followinghuman preference · 2026-10-28 · rating

Muse Spark 1.1

1,456.73 rating

Confidence interval: 1,451.00 – 1,462.45

16653 votes

Category
instruction_following
Evaluated configuration
Muse Spark 1.1
Evaluation type
human preference
Arena text preference / japanesehuman preference · 2026-10-28 · rating

Muse Spark 1.1

1,447.20 rating

Confidence interval: 1,424.49 – 1,469.91

814 votes

Category
japanese
Evaluated configuration
Muse Spark 1.1
Evaluation type
human preference
Arena text preference / koreanhuman preference · 2026-10-28 · rating

Muse Spark 1.1

1,457.16 rating

Confidence interval: 1,436.09 – 1,478.23

858 votes

Category
korean
Evaluated configuration
Muse Spark 1.1
Evaluation type
human preference
Arena text preference / longer_queryhuman preference · 2026-10-28 · rating

Muse Spark 1.1

1,461.71 rating

Confidence interval: 1,456.30 – 1,467.13

21310 votes

Category
longer_query
Evaluated configuration
Muse Spark 1.1
Evaluation type
human preference
Arena text preference / mathhuman preference · 2026-10-28 · rating

Muse Spark 1.1

1,481.92 rating

Confidence interval: 1,468.90 – 1,494.93

2166 votes

Category
math
Evaluated configuration
Muse Spark 1.1
Evaluation type
human preference
Arena text preference / multi_turnhuman preference · 2026-10-28 · rating

Muse Spark 1.1

1,483.80 rating

Confidence interval: 1,476.02 – 1,491.57

7078 votes

Category
multi_turn
Evaluated configuration
Muse Spark 1.1
Evaluation type
human preference
Arena text preference / non_englishhuman preference · 2026-10-28 · rating

Muse Spark 1.1

1,471.34 rating

Confidence interval: 1,466.49 – 1,476.19

27621 votes

Category
non_english
Evaluated configuration
Muse Spark 1.1
Evaluation type
human preference
Arena text preference / overallhuman preference · 2026-10-28 · rating

Muse Spark 1.1

1,478.28 rating

Confidence interval: 1,474.16 – 1,482.40

46354 votes

Category
overall
Evaluated configuration
Muse Spark 1.1
Evaluation type
human preference
Arena text preference / polishhuman preference · 2026-10-28 · rating

Muse Spark 1.1

1,497.20 rating

Confidence interval: 1,474.69 – 1,519.71

708 votes

Category
polish
Evaluated configuration
Muse Spark 1.1
Evaluation type
human preference
Arena text preference / russianhuman preference · 2026-10-28 · rating

Muse Spark 1.1

1,483.19 rating

Confidence interval: 1,474.61 – 1,491.76

5480 votes

Category
russian
Evaluated configuration
Muse Spark 1.1
Evaluation type
human preference
Arena text preference / spanishhuman preference · 2026-10-28 · rating

Muse Spark 1.1

1,462.59 rating

Confidence interval: 1,446.48 – 1,478.69

1474 votes

Category
spanish
Evaluated configuration
Muse Spark 1.1
Evaluation type
human preference

Run it locally

Inference · memory estimate

Muse Spark 1.1

Closed weights. No supported local deployment or GPU requirement is published.

API cost

USD / month

Standard text-token estimate. Excludes taxes, caching, batch discounts, reasoning and multimodal surcharges. Provider limits and regional availability may differ.

Muse Spark 1.1

Capabilities

Context window
1,048,576 tokens
Maximum input
1,048,576 tokens*
Maximum output
131,072 tokens
Reasoning
Yes
Tool calling
Yes
Structured output
Yes*
Open weights
No
API mode
Chat*
Image input
Yes*
PDF input
Yes*
Parallel tool calls
Yes*
Prompt caching
Yes*
System messages
Yes*
Tool choice
Yes*
Web search
Yes*
Model license
Proprietary

Input modalities

  • text
  • image
  • pdf
  • video

Output modalities

  • text

System configuration

Detailed specifications

Specifications · 24 fields
cache read input token cost
1.5e-7*
Scope and conditions
native_context
provider
meta*
mode
chat*
full_native_model_id
meta/muse-spark-1.1*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
input cost per token
1.25e-6*
Scope and conditions
native_context
provider
meta*
mode
chat*
full_native_model_id
meta/muse-spark-1.1*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
litellm provider
meta*
Scope and conditions
native_context
provider
meta*
mode
chat*
full_native_model_id
meta/muse-spark-1.1*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
max input tokens
1,048,576*
Scope and conditions
native_context
provider
meta*
mode
chat*
full_native_model_id
meta/muse-spark-1.1*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
max output tokens
131,072*
Scope and conditions
native_context
provider
meta*
mode
chat*
full_native_model_id
meta/muse-spark-1.1*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
max tokens
131,072*
Scope and conditions
native_context
provider
meta*
mode
chat*
full_native_model_id
meta/muse-spark-1.1*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
mode
chat*
Scope and conditions
native_context
provider
meta*
mode
chat*
full_native_model_id
meta/muse-spark-1.1*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
output cost per token
4.25e-6*
Scope and conditions
native_context
provider
meta*
mode
chat*
full_native_model_id
meta/muse-spark-1.1*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
search context cost per query
search_context_size_high
0.0025*
search_context_size_low
0.0025*
search_context_size_medium
0.0025*
Scope and conditions
native_context
provider
meta*
mode
chat*
full_native_model_id
meta/muse-spark-1.1*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
supported endpoints
  • /v1/chat/completions*
  • /v1/responses*
  • /v1/messages*
Scope and conditions
native_context
provider
meta*
mode
chat*
full_native_model_id
meta/muse-spark-1.1*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
supported modalities
  • text*
  • image*
  • video*
Scope and conditions
native_context
provider
meta*
mode
chat*
full_native_model_id
meta/muse-spark-1.1*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
supported output modalities
  • text*
Scope and conditions
native_context
provider
meta*
mode
chat*
full_native_model_id
meta/muse-spark-1.1*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
supports function calling
Yes*
Scope and conditions
native_context
provider
meta*
mode
chat*
full_native_model_id
meta/muse-spark-1.1*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
supports minimal reasoning effort
Yes*
Scope and conditions
native_context
provider
meta*
mode
chat*
full_native_model_id
meta/muse-spark-1.1*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
supports parallel function calling
Yes*
Scope and conditions
native_context
provider
meta*
mode
chat*
full_native_model_id
meta/muse-spark-1.1*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
supports pdf input
Yes*
Scope and conditions
native_context
provider
meta*
mode
chat*
full_native_model_id
meta/muse-spark-1.1*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
supports prompt caching
Yes*
Scope and conditions
native_context
provider
meta*
mode
chat*
full_native_model_id
meta/muse-spark-1.1*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
supports reasoning
Yes*
Scope and conditions
native_context
provider
meta*
mode
chat*
full_native_model_id
meta/muse-spark-1.1*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
supports response schema
Yes*
Scope and conditions
native_context
provider
meta*
mode
chat*
full_native_model_id
meta/muse-spark-1.1*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
supports system messages
Yes*
Scope and conditions
native_context
provider
meta*
mode
chat*
full_native_model_id
meta/muse-spark-1.1*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
supports tool choice
Yes*
Scope and conditions
native_context
provider
meta*
mode
chat*
full_native_model_id
meta/muse-spark-1.1*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
supports vision
Yes*
Scope and conditions
native_context
provider
meta*
mode
chat*
full_native_model_id
meta/muse-spark-1.1*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
supports web search
Yes*
Scope and conditions
native_context
provider
meta*
mode
chat*
full_native_model_id
meta/muse-spark-1.1*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
supports xhigh reasoning effort
Yes*
Scope and conditions
native_context
provider
meta*
mode
chat*
full_native_model_id
meta/muse-spark-1.1*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*

* Provisional data