DeepSeek-V3.2-Exp (Thinking)
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AI modelsDeepSeek-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.
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
DeepSeek-V3.2-Exp (Thinking)
1,459.68 rating
Confidence interval: 1,433.70 – 1,485.66
517 votes
- Category
- chinese
- Evaluated configuration
- DeepSeek-V3.2-Exp (Thinking)
- Evaluation type
- human preference
Arena text preference / codinghuman preference · 2026-10-28 · rating
DeepSeek-V3.2-Exp (Thinking)
1,438.77 rating
Confidence interval: 1,425.49 – 1,452.05
1928 votes
- Category
- coding
- Evaluated configuration
- DeepSeek-V3.2-Exp (Thinking)
- Evaluation type
- human preference
Arena text preference / creative_writinghuman preference · 2026-10-28 · rating
DeepSeek-V3.2-Exp (Thinking)
1,387.75 rating
Confidence interval: 1,370.41 – 1,405.10
1191 votes
- Category
- creative_writing
- Evaluated configuration
- DeepSeek-V3.2-Exp (Thinking)
- Evaluation type
- human preference
Arena text preference / englishhuman preference · 2026-10-28 · rating
DeepSeek-V3.2-Exp (Thinking)
1,441.50 rating
Confidence interval: 1,432.01 – 1,451.00
3889 votes
- Category
- english
- Evaluated configuration
- DeepSeek-V3.2-Exp (Thinking)
- Evaluation type
- human preference
Arena text preference / exclude_tieshuman preference · 2026-10-28 · rating
DeepSeek-V3.2-Exp (Thinking)
1,414.44 rating
Confidence interval: 1,405.37 – 1,423.51
6409 votes
- Category
- exclude_ties
- Evaluated configuration
- DeepSeek-V3.2-Exp (Thinking)
- Evaluation type
- human preference
Arena text preference / experthuman preference · 2026-10-28 · rating
DeepSeek-V3.2-Exp (Thinking)
1,422.30 rating
Confidence interval: 1,394.22 – 1,450.38
425 votes
- Category
- expert
- Evaluated configuration
- DeepSeek-V3.2-Exp (Thinking)
- Evaluation type
- human preference
Arena text preference / frenchhuman preference · 2026-10-28 · rating
DeepSeek-V3.2-Exp (Thinking)
1,410.74 rating
Confidence interval: 1,364.51 – 1,456.97
147 votes
- Category
- french
- Evaluated configuration
- DeepSeek-V3.2-Exp (Thinking)
- Evaluation type
- human preference
Arena text preference / germanhuman preference · 2026-10-28 · rating
DeepSeek-V3.2-Exp (Thinking)
1,437.02 rating
Confidence interval: 1,394.83 – 1,479.20
184 votes
- Category
- german
- Evaluated configuration
- DeepSeek-V3.2-Exp (Thinking)
- Evaluation type
- human preference
Arena text preference / hard_promptshuman preference · 2026-10-28 · rating
DeepSeek-V3.2-Exp (Thinking)
1,426.73 rating
Confidence interval: 1,418.16 – 1,435.30
4713 votes
- Category
- hard_prompts
- Evaluated configuration
- DeepSeek-V3.2-Exp (Thinking)
- Evaluation type
- human preference
Arena text preference / hard_prompts_englishhuman preference · 2026-10-28 · rating
DeepSeek-V3.2-Exp (Thinking)
1,443.75 rating
Confidence interval: 1,430.86 – 1,456.65
2059 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 · 2026-10-28 · rating
DeepSeek-V3.2-Exp (Thinking)
1,397.02 rating
Confidence interval: 1,383.29 – 1,410.75
1781 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 · 2026-10-28 · rating
DeepSeek-V3.2-Exp (Thinking)
1,389.29 rating
Confidence interval: 1,374.93 – 1,403.66
1665 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 · 2026-10-28 · rating
DeepSeek-V3.2-Exp (Thinking)
1,419.91 rating
Confidence interval: 1,394.90 – 1,444.93
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 · 2026-10-28 · rating
DeepSeek-V3.2-Exp (Thinking)
1,443.45 rating
Confidence interval: 1,428.41 – 1,458.50
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 · 2026-10-28 · rating
DeepSeek-V3.2-Exp (Thinking)
1,433.43 rating
Confidence interval: 1,404.32 – 1,462.55
403 votes
- Category
- industry_mathematical
- Evaluated configuration
- DeepSeek-V3.2-Exp (Thinking)
- Evaluation type
- human preference
Arena text preference / industry_medicine_and_healthcarehuman preference · 2026-10-28 · rating
DeepSeek-V3.2-Exp (Thinking)
1,468.43 rating
Confidence interval: 1,441.00 – 1,495.86
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 · 2026-10-28 · rating
DeepSeek-V3.2-Exp (Thinking)
1,438.19 rating
Confidence interval: 1,427.85 – 1,448.54
3198 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 · 2026-10-28 · rating
DeepSeek-V3.2-Exp (Thinking)
1,395.83 rating
Confidence interval: 1,382.90 – 1,408.76
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 · 2026-10-28 · rating
DeepSeek-V3.2-Exp (Thinking)
1,400.31 rating
Confidence interval: 1,388.84 – 1,411.77
2558 votes
- Category
- instruction_following
- Evaluated configuration
- DeepSeek-V3.2-Exp (Thinking)
- Evaluation type
- human preference
Arena text preference / koreanhuman preference · 2026-10-28 · rating
DeepSeek-V3.2-Exp (Thinking)
1,349.02 rating
Confidence interval: 1,307.35 – 1,390.68
218 votes
- Category
- korean
- Evaluated configuration
- DeepSeek-V3.2-Exp (Thinking)
- Evaluation type
- human preference
Arena text preference / longer_queryhuman preference · 2026-10-28 · rating
DeepSeek-V3.2-Exp (Thinking)
1,410.63 rating
Confidence interval: 1,398.04 – 1,423.22
2107 votes
- Category
- longer_query
- Evaluated configuration
- DeepSeek-V3.2-Exp (Thinking)
- Evaluation type
- human preference
Arena text preference / mathhuman preference · 2026-10-28 · rating
DeepSeek-V3.2-Exp (Thinking)
1,421.83 rating
Confidence interval: 1,395.24 – 1,448.41
476 votes
- Category
- math
- Evaluated configuration
- DeepSeek-V3.2-Exp (Thinking)
- Evaluation type
- human preference
Arena text preference / multi_turnhuman preference · 2026-10-28 · rating
DeepSeek-V3.2-Exp (Thinking)
1,412.88 rating
Confidence interval: 1,397.31 – 1,428.46
1400 votes
- Category
- multi_turn
- Evaluated configuration
- DeepSeek-V3.2-Exp (Thinking)
- Evaluation type
- human preference
Arena text preference / non_englishhuman preference · 2026-10-28 · rating
DeepSeek-V3.2-Exp (Thinking)
1,404.45 rating
Confidence interval: 1,396.25 – 1,412.65
5102 votes
- Category
- non_english
- Evaluated configuration
- DeepSeek-V3.2-Exp (Thinking)
- Evaluation type
- human preference
Arena text preference / overallhuman preference · 2026-10-28 · rating
DeepSeek-V3.2-Exp (Thinking)
1,424.98 rating
Confidence interval: 1,418.43 – 1,431.53
8991 votes
- Category
- overall
- Evaluated configuration
- DeepSeek-V3.2-Exp (Thinking)
- Evaluation type
- human preference
Arena text preference / polishhuman preference · 2026-10-28 · rating
DeepSeek-V3.2-Exp (Thinking)
1,434.92 rating
Confidence interval: 1,405.98 – 1,463.86
397 votes
- Category
- polish
- Evaluated configuration
- DeepSeek-V3.2-Exp (Thinking)
- Evaluation type
- human preference
Arena text preference / russianhuman preference · 2026-10-28 · rating
DeepSeek-V3.2-Exp (Thinking)
1,412.18 rating
Confidence interval: 1,390.52 – 1,433.84
654 votes
- Category
- russian
- Evaluated configuration
- DeepSeek-V3.2-Exp (Thinking)
- Evaluation type
- human preference
Arena text preference / spanishhuman preference · 2026-10-28 · rating
DeepSeek-V3.2-Exp (Thinking)
1,408.66 rating
Confidence interval: 1,375.73 – 1,441.60
311 votes
- Category
- spanish
- Evaluated configuration
- DeepSeek-V3.2-Exp (Thinking)
- Evaluation type
- human preference
Run it locally
Capabilities
- Model license
- MIT
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