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deepseek

deepseek-v3.2-exp-thinking

Model evaluation

Capability & preference

Human preference · Arena

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

deepseek-v3.2-exp-thinking 1424.9 deepseek-v3.2-exp-thinking · 95% interval 1418.4–1431.5 · 8,998 votes · 2026-10-15

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 · 2026-10-15 · rating

deepseek-v3.2-exp-thinking

1,459.77 rating

Confidence interval: 1,433.79 – 1,485.75

517 votes

Category
chinese
Evaluated configuration
deepseek-v3.2-exp-thinking
Evaluation type
human preference
Arena text preference / codinghuman preference · 2026-10-15 · rating

deepseek-v3.2-exp-thinking

1,438.86 rating

Confidence interval: 1,425.59 – 1,452.12

1931 votes

Category
coding
Evaluated configuration
deepseek-v3.2-exp-thinking
Evaluation type
human preference
Arena text preference / creative_writinghuman preference · 2026-10-15 · rating

deepseek-v3.2-exp-thinking

1,388.26 rating

Confidence interval: 1,370.92 – 1,405.60

1192 votes

Category
creative_writing
Evaluated configuration
deepseek-v3.2-exp-thinking
Evaluation type
human preference
Arena text preference / englishhuman preference · 2026-10-15 · rating

deepseek-v3.2-exp-thinking

1,441.40 rating

Confidence interval: 1,431.91 – 1,450.89

3891 votes

Category
english
Evaluated configuration
deepseek-v3.2-exp-thinking
Evaluation type
human preference
Arena text preference / exclude_tieshuman preference · 2026-10-15 · rating

deepseek-v3.2-exp-thinking

1,414.49 rating

Confidence interval: 1,405.42 – 1,423.56

6410 votes

Category
exclude_ties
Evaluated configuration
deepseek-v3.2-exp-thinking
Evaluation type
human preference
Arena text preference / experthuman preference · 2026-10-15 · rating

deepseek-v3.2-exp-thinking

1,422.14 rating

Confidence interval: 1,394.12 – 1,450.16

426 votes

Category
expert
Evaluated configuration
deepseek-v3.2-exp-thinking
Evaluation type
human preference
Arena text preference / frenchhuman preference · 2026-10-15 · rating

deepseek-v3.2-exp-thinking

1,410.27 rating

Confidence interval: 1,364.02 – 1,456.52

147 votes

Category
french
Evaluated configuration
deepseek-v3.2-exp-thinking
Evaluation type
human preference
Arena text preference / germanhuman preference · 2026-10-15 · rating

deepseek-v3.2-exp-thinking

1,436.98 rating

Confidence interval: 1,394.80 – 1,479.16

184 votes

Category
german
Evaluated configuration
deepseek-v3.2-exp-thinking
Evaluation type
human preference
Arena text preference / hard_promptshuman preference · 2026-10-15 · rating

deepseek-v3.2-exp-thinking

1,426.95 rating

Confidence interval: 1,418.38 – 1,435.52

4717 votes

Category
hard_prompts
Evaluated configuration
deepseek-v3.2-exp-thinking
Evaluation type
human preference
Arena text preference / hard_prompts_englishhuman preference · 2026-10-15 · rating

deepseek-v3.2-exp-thinking

1,443.66 rating

Confidence interval: 1,430.78 – 1,456.55

2062 votes

Category
hard_prompts_english
Evaluated configuration
deepseek-v3.2-exp-thinking
Evaluation type
human preference
Arena text preference / industry_business_and_management_and_financial_operationshuman preference · 2026-10-15 · rating

deepseek-v3.2-exp-thinking

1,397.09 rating

Confidence interval: 1,383.37 – 1,410.82

1782 votes

Category
industry_business_and_management_and_financial_operations
Evaluated configuration
deepseek-v3.2-exp-thinking
Evaluation type
human preference
Arena text preference / industry_entertainment_and_sports_and_mediahuman preference · 2026-10-15 · rating

deepseek-v3.2-exp-thinking

1,389.21 rating

Confidence interval: 1,374.84 – 1,403.57

1664 votes

Category
industry_entertainment_and_sports_and_media
Evaluated configuration
deepseek-v3.2-exp-thinking
Evaluation type
human preference
Arena text preference / industry_legal_and_governmenthuman preference · 2026-10-15 · rating

deepseek-v3.2-exp-thinking

1,419.73 rating

Confidence interval: 1,394.72 – 1,444.75

501 votes

Category
industry_legal_and_government
Evaluated configuration
deepseek-v3.2-exp-thinking
Evaluation type
human preference
Arena text preference / industry_life_and_physical_and_social_sciencehuman preference · 2026-10-15 · rating

deepseek-v3.2-exp-thinking

1,443.51 rating

Confidence interval: 1,428.46 – 1,458.55

1421 votes

Category
industry_life_and_physical_and_social_science
Evaluated configuration
deepseek-v3.2-exp-thinking
Evaluation type
human preference
Arena text preference / industry_mathematicalhuman preference · 2026-10-15 · rating

deepseek-v3.2-exp-thinking

1,433.34 rating

Confidence interval: 1,404.28 – 1,462.39

404 votes

Category
industry_mathematical
Evaluated configuration
deepseek-v3.2-exp-thinking
Evaluation type
human preference
Arena text preference / industry_medicine_and_healthcarehuman preference · 2026-10-15 · rating

deepseek-v3.2-exp-thinking

1,468.52 rating

Confidence interval: 1,441.08 – 1,495.95

443 votes

Category
industry_medicine_and_healthcare
Evaluated configuration
deepseek-v3.2-exp-thinking
Evaluation type
human preference
Arena text preference / industry_software_and_it_serviceshuman preference · 2026-10-15 · rating

deepseek-v3.2-exp-thinking

1,438.26 rating

Confidence interval: 1,427.93 – 1,448.60

3203 votes

Category
industry_software_and_it_services
Evaluated configuration
deepseek-v3.2-exp-thinking
Evaluation type
human preference
Arena text preference / industry_writing_and_literature_and_languagehuman preference · 2026-10-15 · rating

deepseek-v3.2-exp-thinking

1,396.31 rating

Confidence interval: 1,383.39 – 1,409.24

2095 votes

Category
industry_writing_and_literature_and_language
Evaluated configuration
deepseek-v3.2-exp-thinking
Evaluation type
human preference
Arena text preference / instruction_followinghuman preference · 2026-10-15 · rating

deepseek-v3.2-exp-thinking

1,400.51 rating

Confidence interval: 1,389.05 – 1,411.97

2559 votes

Category
instruction_following
Evaluated configuration
deepseek-v3.2-exp-thinking
Evaluation type
human preference
Arena text preference / koreanhuman preference · 2026-10-15 · rating

deepseek-v3.2-exp-thinking

1,348.97 rating

Confidence interval: 1,307.32 – 1,390.63

218 votes

Category
korean
Evaluated configuration
deepseek-v3.2-exp-thinking
Evaluation type
human preference
Arena text preference / longer_queryhuman preference · 2026-10-15 · rating

deepseek-v3.2-exp-thinking

1,411.07 rating

Confidence interval: 1,398.48 – 1,423.67

2107 votes

Category
longer_query
Evaluated configuration
deepseek-v3.2-exp-thinking
Evaluation type
human preference
Arena text preference / mathhuman preference · 2026-10-15 · rating

deepseek-v3.2-exp-thinking

1,421.78 rating

Confidence interval: 1,395.24 – 1,448.31

477 votes

Category
math
Evaluated configuration
deepseek-v3.2-exp-thinking
Evaluation type
human preference
Arena text preference / multi_turnhuman preference · 2026-10-15 · rating

deepseek-v3.2-exp-thinking

1,412.66 rating

Confidence interval: 1,397.08 – 1,428.23

1401 votes

Category
multi_turn
Evaluated configuration
deepseek-v3.2-exp-thinking
Evaluation type
human preference
Arena text preference / non_englishhuman preference · 2026-10-15 · rating

deepseek-v3.2-exp-thinking

1,404.54 rating

Confidence interval: 1,396.34 – 1,412.73

5107 votes

Category
non_english
Evaluated configuration
deepseek-v3.2-exp-thinking
Evaluation type
human preference
Arena text preference / overallhuman preference · 2026-10-15 · rating

deepseek-v3.2-exp-thinking

1,424.95 rating

Confidence interval: 1,418.40 – 1,431.50

8998 votes

Category
overall
Evaluated configuration
deepseek-v3.2-exp-thinking
Evaluation type
human preference
Arena text preference / polishhuman preference · 2026-10-15 · rating

deepseek-v3.2-exp-thinking

1,434.98 rating

Confidence interval: 1,406.04 – 1,463.93

397 votes

Category
polish
Evaluated configuration
deepseek-v3.2-exp-thinking
Evaluation type
human preference
Arena text preference / russianhuman preference · 2026-10-15 · rating

deepseek-v3.2-exp-thinking

1,412.03 rating

Confidence interval: 1,390.47 – 1,433.59

657 votes

Category
russian
Evaluated configuration
deepseek-v3.2-exp-thinking
Evaluation type
human preference
Arena text preference / spanishhuman preference · 2026-10-15 · rating

deepseek-v3.2-exp-thinking

1,408.58 rating

Confidence interval: 1,375.63 – 1,441.53

311 votes

Category
spanish
Evaluated configuration
deepseek-v3.2-exp-thinking
Evaluation type
human preference

Run it locally

Inference · memory estimate

deepseek-v3.2-exp-thinking

Not enough verified architecture information for a reliable VRAM estimate.

Capabilities

Model license
MIT