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
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.*