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
DeepSeek V3.2
1,454.94 rating
Confidence interval: 1,444.89 – 1,464.99
3726 votes
Category
chinese
Evaluated configuration
DeepSeek-V3.2
Evaluation type
human preference
Arena text preference / codinghuman preference · 2026-10-28 · rating
DeepSeek V3.2
1,448.79 rating
Confidence interval: 1,442.56 – 1,455.03
10917 votes
Category
coding
Evaluated configuration
DeepSeek-V3.2
Evaluation type
human preference
Arena text preference / creative_writinghuman preference · 2026-10-28 · rating
DeepSeek V3.2
1,399.59 rating
Confidence interval: 1,392.03 – 1,407.14
6873 votes
Category
creative_writing
Evaluated configuration
DeepSeek-V3.2
Evaluation type
human preference
Arena text preference / englishhuman preference · 2026-10-28 · rating
DeepSeek V3.2
1,436.64 rating
Confidence interval: 1,431.64 – 1,441.63
19604 votes
Category
english
Evaluated configuration
DeepSeek-V3.2
Evaluation type
human preference
Arena text preference / exclude_tieshuman preference · 2026-10-28 · rating
DeepSeek V3.2
1,414.57 rating
Confidence interval: 1,409.72 – 1,419.42
34020 votes
Category
exclude_ties
Evaluated configuration
DeepSeek-V3.2
Evaluation type
human preference
Arena text preference / experthuman preference · 2026-10-28 · rating
DeepSeek V3.2
1,435.80 rating
Confidence interval: 1,425.60 – 1,446.01
3429 votes
Category
expert
Evaluated configuration
DeepSeek-V3.2
Evaluation type
human preference
Arena text preference / frenchhuman preference · 2026-10-28 · rating
DeepSeek V3.2
1,429.05 rating
Confidence interval: 1,411.39 – 1,446.70
1241 votes
Category
french
Evaluated configuration
DeepSeek-V3.2
Evaluation type
human preference
Arena text preference / germanhuman preference · 2026-10-28 · rating
DeepSeek V3.2
1,408.12 rating
Confidence interval: 1,387.97 – 1,428.26
901 votes
Category
german
Evaluated configuration
DeepSeek-V3.2
Evaluation type
human preference
Arena text preference / hard_promptshuman preference · 2026-10-28 · rating
DeepSeek V3.2
1,433.51 rating
Confidence interval: 1,429.08 – 1,437.94
27074 votes
Category
hard_prompts
Evaluated configuration
DeepSeek-V3.2
Evaluation type
human preference
Arena text preference / hard_prompts_englishhuman preference · 2026-10-28 · rating
DeepSeek V3.2
1,445.45 rating
Confidence interval: 1,439.24 – 1,451.66
11105 votes
Category
hard_prompts_english
Evaluated configuration
DeepSeek-V3.2
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 · 2026-10-15 · rating
DeepSeek V3.2
1,394.65 rating
Confidence interval: 1,387.84 – 1,401.45
8785 votes
Category
industry_entertainment_and_sports_and_media
Evaluated configuration
deepseek-v3.2
Evaluation type
human preference
Arena text preference / industry_legal_and_governmenthuman preference · 2026-10-15 · rating
DeepSeek V3.2
1,424.97 rating
Confidence interval: 1,414.81 – 1,435.14
3491 votes
Category
industry_legal_and_government
Evaluated configuration
deepseek-v3.2
Evaluation type
human preference
Arena text preference / industry_life_and_physical_and_social_sciencehuman preference · 2026-10-15 · rating
DeepSeek V3.2
1,445.47 rating
Confidence interval: 1,438.29 – 1,452.64
7632 votes
Category
industry_life_and_physical_and_social_science
Evaluated configuration
deepseek-v3.2
Evaluation type
human preference
Arena text preference / industry_mathematicalhuman preference · 2026-10-15 · rating
DeepSeek V3.2
1,438.92 rating
Confidence interval: 1,426.78 – 1,451.06
2483 votes
Category
industry_mathematical
Evaluated configuration
deepseek-v3.2
Evaluation type
human preference
Arena text preference / industry_medicine_and_healthcarehuman preference · 2026-10-15 · rating
DeepSeek V3.2
1,439.77 rating
Confidence interval: 1,428.91 – 1,450.63
3118 votes
Category
industry_medicine_and_healthcare
Evaluated configuration
deepseek-v3.2
Evaluation type
human preference
Arena text preference / industry_software_and_it_serviceshuman preference · 2026-10-15 · rating
DeepSeek V3.2
1,443.67 rating
Confidence interval: 1,438.44 – 1,448.90
17256 votes
Category
industry_software_and_it_services
Evaluated configuration
deepseek-v3.2
Evaluation type
human preference
Arena text preference / industry_writing_and_literature_and_languagehuman preference · 2026-10-15 · rating
DeepSeek V3.2
1,406.94 rating
Confidence interval: 1,400.66 – 1,413.22
10687 votes
Category
industry_writing_and_literature_and_language
Evaluated configuration
deepseek-v3.2
Evaluation type
human preference
Arena text preference / instruction_followinghuman preference · 2026-10-15 · rating
DeepSeek V3.2
1,412.63 rating
Confidence interval: 1,406.94 – 1,418.32
13567 votes
Category
instruction_following
Evaluated configuration
deepseek-v3.2
Evaluation type
human preference
Arena text preference / japanesehuman preference · 2026-10-15 · rating
DeepSeek V3.2
1,358.14 rating
Confidence interval: 1,329.82 – 1,386.46
452 votes
Category
japanese
Evaluated configuration
deepseek-v3.2
Evaluation type
human preference
Arena text preference / koreanhuman preference · 2026-10-15 · rating
DeepSeek V3.2
1,369.73 rating
Confidence interval: 1,348.50 – 1,390.97
796 votes
Category
korean
Evaluated configuration
deepseek-v3.2
Evaluation type
human preference
Arena text preference / longer_queryhuman preference · 2026-10-15 · rating
DeepSeek V3.2
1,428.02 rating
Confidence interval: 1,422.30 – 1,433.73
13732 votes
Category
longer_query
Evaluated configuration
deepseek-v3.2
Evaluation type
human preference
Arena text preference / mathhuman preference · 2026-10-15 · rating
DeepSeek V3.2
1,435.18 rating
Confidence interval: 1,424.60 – 1,445.76
3141 votes
Category
math
Evaluated configuration
deepseek-v3.2
Evaluation type
human preference
Arena text preference / multi_turnhuman preference · 2026-10-15 · rating
DeepSeek V3.2
1,426.95 rating
Confidence interval: 1,419.90 – 1,434.00
8341 votes
Category
multi_turn
Evaluated configuration
deepseek-v3.2
Evaluation type
human preference
Arena text preference / non_englishhuman preference · 2026-10-15 · rating
DeepSeek V3.2
1,408.85 rating
Confidence interval: 1,404.54 – 1,413.17
28490 votes
Category
non_english
Evaluated configuration
deepseek-v3.2
Evaluation type
human preference
Arena text preference / overallhuman preference · 2026-10-15 · rating
DeepSeek V3.2
1,424.46 rating
Confidence interval: 1,420.99 – 1,427.92
48112 votes
Category
overall
Evaluated configuration
deepseek-v3.2
Evaluation type
human preference
Arena text preference / polishhuman preference · 2026-10-15 · rating
DeepSeek V3.2
1,408.46 rating
Confidence interval: 1,392.34 – 1,424.58
1340 votes
Category
polish
Evaluated configuration
deepseek-v3.2
Evaluation type
human preference
Arena text preference / russianhuman preference · 2026-10-15 · rating
DeepSeek V3.2
1,423.28 rating
Confidence interval: 1,415.57 – 1,431.00
6096 votes
Category
russian
Evaluated configuration
deepseek-v3.2
Evaluation type
human preference
Arena text preference / spanishhuman preference · 2026-10-15 · rating
DeepSeek V3.2
1,422.91 rating
Confidence interval: 1,407.20 – 1,438.63
1531 votes
Category
spanish
Evaluated configuration
deepseek-v3.2
Evaluation type
human preference
Run it locally
Inference · memory estimate
DeepSeek V3.2
Not enough verified architecture information for a reliable VRAM estimate.
API cost
USD / month
Standard text-token estimate. Excludes taxes, caching, batch discounts, reasoning and multimodal surcharges. Provider limits and regional availability may differ.
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
6.2e-7*Scope and conditions
native_context
provider
bedrock_converse*
mode
chat*
full_native_model_id
deepseek.v3.2*
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
2.8e-7*Scope and conditions
native_context
provider
deepseek*
mode
chat*
full_native_model_id
deepseek/deepseek-v3.2*
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 batches
3.1e-7*Scope and conditions
native_context
provider
bedrock_converse*
mode
chat*
full_native_model_id
deepseek.v3.2*
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 cache hit
2.8e-8*Scope and conditions
native_context
provider
deepseek*
mode
chat*
full_native_model_id
deepseek/deepseek-v3.2*
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 flex
3.1e-7*Scope and conditions
native_context
provider
bedrock_converse*
mode
chat*
full_native_model_id
deepseek.v3.2*
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 priority
1.085e-6*Scope and conditions
native_context
provider
bedrock_converse*
mode
chat*
full_native_model_id
deepseek.v3.2*
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
deepseek*Scope and conditions
native_context
provider
deepseek*
mode
chat*
full_native_model_id
deepseek/deepseek-v3.2*
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
bedrock_converse*Scope and conditions
native_context
provider
bedrock_converse*
mode
chat*
full_native_model_id
deepseek.v3.2*
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
163,840*Scope and conditions
native_context
provider
deepseek*
mode
chat*
full_native_model_id
deepseek/deepseek-v3.2*
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
164,000*Scope and conditions
native_context
provider
bedrock_converse*
mode
chat*
full_native_model_id
deepseek.v3.2*
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
163,840*Scope and conditions
native_context
provider
deepseek*
mode
chat*
full_native_model_id
deepseek/deepseek-v3.2*
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
8,000*Scope and conditions
native_context
provider
bedrock_converse*
mode
chat*
full_native_model_id
deepseek.v3.2*
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
8,000*Scope and conditions
native_context
provider
bedrock_converse*
mode
chat*
full_native_model_id
deepseek.v3.2*
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
163,840*Scope and conditions
native_context
provider
deepseek*
mode
chat*
full_native_model_id
deepseek/deepseek-v3.2*
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
deepseek*
mode
chat*
full_native_model_id
deepseek/deepseek-v3.2*
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
bedrock_converse*
mode
chat*
full_native_model_id
deepseek.v3.2*
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
1.85e-6*Scope and conditions
native_context
provider
bedrock_converse*
mode
chat*
full_native_model_id
deepseek.v3.2*
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
4.0e-7*Scope and conditions
native_context
provider
deepseek*
mode
chat*
full_native_model_id
deepseek/deepseek-v3.2*
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 batches
9.25e-7*Scope and conditions
native_context
provider
bedrock_converse*
mode
chat*
full_native_model_id
deepseek.v3.2*
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 flex
9.25e-7*Scope and conditions
native_context
provider
bedrock_converse*
mode
chat*
full_native_model_id
deepseek.v3.2*
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 priority
3.2375e-6*Scope and conditions
native_context
provider
bedrock_converse*
mode
chat*
full_native_model_id
deepseek.v3.2*
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 assistant prefill
Yes*Scope and conditions
native_context
provider
deepseek*
mode
chat*
full_native_model_id
deepseek/deepseek-v3.2*
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 audio input
No*Scope and conditions
native_context
provider
bedrock_converse*
mode
chat*
full_native_model_id
deepseek.v3.2*
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
deepseek*
mode
chat*
full_native_model_id
deepseek/deepseek-v3.2*
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
bedrock_converse*
mode
chat*
full_native_model_id
deepseek.v3.2*
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 native structured output
Yes*Scope and conditions
native_context
provider
bedrock_converse*
mode
chat*
full_native_model_id
deepseek.v3.2*
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
deepseek*
mode
chat*
full_native_model_id
deepseek/deepseek-v3.2*
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
bedrock_converse*
mode
chat*
full_native_model_id
deepseek.v3.2*
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
deepseek*
mode
chat*
full_native_model_id
deepseek/deepseek-v3.2*
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
bedrock_converse*
mode
chat*
full_native_model_id
deepseek.v3.2*
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
deepseek*
mode
chat*
full_native_model_id
deepseek/deepseek-v3.2*
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
bedrock_converse*
mode
chat*
full_native_model_id
deepseek.v3.2*
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
No*Scope and conditions
native_context
provider
bedrock_converse*
mode
chat*
full_native_model_id
deepseek.v3.2*
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.*