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AI 6,278 Devices 31,633 CPUs 40,284 GPUs 30,354 Cameras 1,501
deepseek DeepSeek-V3.2-Exp AI model · Released Sep 29, 2025
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Context window 163,840 tokens
Capability & preference
General capability · ECI
A cross-benchmark capability estimate. Index points, not a percentage; intervals show uncertainty.
130 160
DeepSeek-V3.2-Exp
145.0*
DeepSeek-V3.2-Exp · 95% interval 142.5–147.1
Human preference · Arena
Overall text preferences from head-to-head votes. Not factual accuracy or a task-success rate.
1400 1440
DeepSeek-V3.2-Exp
1422.2
DeepSeek-V3.2-Exp · 95% interval 1415.8–1428.5 · 11,996 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.
Test versionArena text preference / 2026-10-28 Arena text preference / 2026-10-15 All versions Arena text preference / chinese human preference · 2026-10-28 · rating
DeepSeek-V3.2-Exp
1,461.57 rating
Confidence interval: 1,443.60 – 1,479.54
1031 votes
Oct 28, 2026
Category chinese
Evaluated configuration DeepSeek-V3.2-Exp
Evaluation type human preference Arena text preference / coding human preference · 2026-10-28 · rating
DeepSeek-V3.2-Exp
1,435.04 rating
Confidence interval: 1,423.52 – 1,446.57
2549 votes
Oct 28, 2026
Category coding
Evaluated configuration DeepSeek-V3.2-Exp
Evaluation type human preference Arena text preference / creative_writing human preference · 2026-10-28 · rating
DeepSeek-V3.2-Exp
1,403.21 rating
Confidence interval: 1,388.76 – 1,417.67
1664 votes
Oct 28, 2026
Category creative_writing
Evaluated configuration DeepSeek-V3.2-Exp
Evaluation type human preference Arena text preference / english human preference · 2026-10-28 · rating
DeepSeek-V3.2-Exp
1,440.35 rating
Confidence interval: 1,431.68 – 1,449.01
5043 votes
Oct 28, 2026
Category english
Evaluated configuration DeepSeek-V3.2-Exp
Evaluation type human preference Arena text preference / exclude_ties human preference · 2026-10-28 · rating
DeepSeek-V3.2-Exp
1,413.80 rating
Confidence interval: 1,405.05 – 1,422.55
8416 votes
Oct 28, 2026
Category exclude_ties
Evaluated configuration DeepSeek-V3.2-Exp
Evaluation type human preference Arena text preference / expert human preference · 2026-10-28 · rating
DeepSeek-V3.2-Exp
1,403.49 rating
Confidence interval: 1,381.44 – 1,425.55
664 votes
Oct 28, 2026
Category expert
Evaluated configuration DeepSeek-V3.2-Exp
Evaluation type human preference Arena text preference / french human preference · 2026-10-28 · rating
DeepSeek-V3.2-Exp
1,433.78 rating
Confidence interval: 1,394.34 – 1,473.23
227 votes
Oct 28, 2026
Category french
Evaluated configuration DeepSeek-V3.2-Exp
Evaluation type human preference Arena text preference / german human preference · 2026-10-28 · rating
DeepSeek-V3.2-Exp
1,439.68 rating
Confidence interval: 1,402.89 – 1,476.47
227 votes
Oct 28, 2026
Category german
Evaluated configuration DeepSeek-V3.2-Exp
Evaluation type human preference Arena text preference / hard_prompts human preference · 2026-10-28 · rating
DeepSeek-V3.2-Exp
1,428.90 rating
Confidence interval: 1,421.01 – 1,436.79
6582 votes
Oct 28, 2026
Category hard_prompts
Evaluated configuration DeepSeek-V3.2-Exp
Evaluation type human preference Arena text preference / hard_prompts_english human preference · 2026-10-28 · rating
DeepSeek-V3.2-Exp
1,436.94 rating
Confidence interval: 1,425.91 – 1,447.97
2766 votes
Oct 28, 2026
Category hard_prompts_english
Evaluated configuration DeepSeek-V3.2-Exp
Evaluation type human preference Arena text preference / industry_business_and_management_and_financial_operations human preference · 2026-10-28 · rating
DeepSeek-V3.2-Exp
1,412.22 rating
Confidence interval: 1,399.78 – 1,424.65
2249 votes
Oct 28, 2026
Category industry_business_and_management_and_financial_operations
Evaluated configuration DeepSeek-V3.2-Exp
Evaluation type human preference Arena text preference / industry_entertainment_and_sports_and_media human preference · 2026-10-28 · rating
DeepSeek-V3.2-Exp
1,407.10 rating
Confidence interval: 1,394.71 – 1,419.48
2185 votes
Oct 28, 2026
Category industry_entertainment_and_sports_and_media
Evaluated configuration DeepSeek-V3.2-Exp
Evaluation type human preference Arena text preference / industry_legal_and_government human preference · 2026-10-28 · rating
DeepSeek-V3.2-Exp
1,406.48 rating
Confidence interval: 1,386.18 – 1,426.78
796 votes
Oct 28, 2026
Category industry_legal_and_government
Evaluated configuration DeepSeek-V3.2-Exp
Evaluation type human preference Arena text preference / industry_life_and_physical_and_social_science human preference · 2026-10-28 · rating
DeepSeek-V3.2-Exp
1,430.16 rating
Confidence interval: 1,416.87 – 1,443.45
1937 votes
Oct 28, 2026
Category industry_life_and_physical_and_social_science
Evaluated configuration DeepSeek-V3.2-Exp
Evaluation type human preference Arena text preference / industry_mathematical human preference · 2026-10-28 · rating
DeepSeek-V3.2-Exp
1,415.01 rating
Confidence interval: 1,392.69 – 1,437.33
636 votes
Oct 28, 2026
Category industry_mathematical
Evaluated configuration DeepSeek-V3.2-Exp
Evaluation type human preference Arena text preference / industry_medicine_and_healthcare human preference · 2026-10-28 · rating
DeepSeek-V3.2-Exp
1,427.37 rating
Confidence interval: 1,403.91 – 1,450.82
596 votes
Oct 28, 2026
Category industry_medicine_and_healthcare
Evaluated configuration DeepSeek-V3.2-Exp
Evaluation type human preference Arena text preference / industry_software_and_it_services human preference · 2026-10-28 · rating
DeepSeek-V3.2-Exp
1,435.88 rating
Confidence interval: 1,426.45 – 1,445.31
4145 votes
Oct 28, 2026
Category industry_software_and_it_services
Evaluated configuration DeepSeek-V3.2-Exp
Evaluation type human preference Arena text preference / industry_writing_and_literature_and_language human preference · 2026-10-28 · rating
DeepSeek-V3.2-Exp
1,407.32 rating
Confidence interval: 1,395.93 – 1,418.70
2662 votes
Oct 28, 2026
Category industry_writing_and_literature_and_language
Evaluated configuration DeepSeek-V3.2-Exp
Evaluation type human preference Arena text preference / instruction_following human preference · 2026-10-28 · rating
DeepSeek-V3.2-Exp
1,400.69 rating
Confidence interval: 1,390.49 – 1,410.89
3392 votes
Oct 28, 2026
Category instruction_following
Evaluated configuration DeepSeek-V3.2-Exp
Evaluation type human preference Arena text preference / japanese human preference · 2026-10-28 · rating
DeepSeek-V3.2-Exp
1,331.49 rating
Confidence interval: 1,282.00 – 1,380.97
148 votes
Oct 28, 2026
Category japanese
Evaluated configuration DeepSeek-V3.2-Exp
Evaluation type human preference Arena text preference / korean human preference · 2026-10-28 · rating
DeepSeek-V3.2-Exp
1,370.23 rating
Confidence interval: 1,330.66 – 1,409.80
212 votes
Oct 28, 2026
Category korean
Evaluated configuration DeepSeek-V3.2-Exp
Evaluation type human preference Arena text preference / longer_query human preference · 2026-10-28 · rating
DeepSeek-V3.2-Exp
1,417.49 rating
Confidence interval: 1,406.86 – 1,428.13
3061 votes
Oct 28, 2026
Category longer_query
Evaluated configuration DeepSeek-V3.2-Exp
Evaluation type human preference Arena text preference / math human preference · 2026-10-28 · rating
DeepSeek-V3.2-Exp
1,418.28 rating
Confidence interval: 1,398.31 – 1,438.26
793 votes
Oct 28, 2026
Category math
Evaluated configuration DeepSeek-V3.2-Exp
Evaluation type human preference Arena text preference / multi_turn human preference · 2026-10-28 · rating
DeepSeek-V3.2-Exp
1,421.41 rating
Confidence interval: 1,408.49 – 1,434.34
1992 votes
Oct 28, 2026
Category multi_turn
Evaluated configuration DeepSeek-V3.2-Exp
Evaluation type human preference Arena text preference / non_english human preference · 2026-10-28 · rating
DeepSeek-V3.2-Exp
1,404.16 rating
Confidence interval: 1,396.35 – 1,411.96
6919 votes
Oct 28, 2026
Category non_english
Evaluated configuration DeepSeek-V3.2-Exp
Evaluation type human preference Arena text preference / overall human preference · 2026-10-28 · rating
DeepSeek-V3.2-Exp
1,422.16 rating
Confidence interval: 1,415.82 – 1,428.49
11996 votes
Oct 28, 2026
Category overall
Evaluated configuration DeepSeek-V3.2-Exp
Evaluation type human preference Arena text preference / polish human preference · 2026-10-28 · rating
DeepSeek-V3.2-Exp
1,420.15 rating
Confidence interval: 1,392.63 – 1,447.66
440 votes
Oct 28, 2026
Category polish
Evaluated configuration DeepSeek-V3.2-Exp
Evaluation type human preference Arena text preference / russian human preference · 2026-10-28 · rating
DeepSeek-V3.2-Exp
1,403.16 rating
Confidence interval: 1,386.70 – 1,419.62
1174 votes
Oct 28, 2026
Category russian
Evaluated configuration DeepSeek-V3.2-Exp
Evaluation type human preference Arena text preference / spanish human preference · 2026-10-28 · rating
DeepSeek-V3.2-Exp
1,441.18 rating
Confidence interval: 1,410.32 – 1,472.04
355 votes
Oct 28, 2026
Category spanish
Evaluated configuration DeepSeek-V3.2-Exp
Evaluation type human preference Arena text preference / chinese human preference · 2026-10-15 · rating
DeepSeek-V3.2-Exp
1,461.34 rating
Confidence interval: 1,443.36 – 1,479.31
1030 votes
Oct 15, 2026
Category chinese
Evaluated configuration deepseek-v3.2-exp
Evaluation type human preference Arena text preference / coding human preference · 2026-10-15 · rating
DeepSeek-V3.2-Exp
1,435.22 rating
Confidence interval: 1,423.70 – 1,446.73
2552 votes
Oct 15, 2026
Category coding
Evaluated configuration deepseek-v3.2-exp
Evaluation type human preference Arena text preference / creative_writing human preference · 2026-10-15 · rating
DeepSeek-V3.2-Exp
1,403.73 rating
Confidence interval: 1,389.28 – 1,418.17
1665 votes
Oct 15, 2026
Category creative_writing
Evaluated configuration deepseek-v3.2-exp
Evaluation type human preference Arena text preference / english human preference · 2026-10-15 · rating
DeepSeek-V3.2-Exp
1,440.23 rating
Confidence interval: 1,431.56 – 1,448.89
5047 votes
Oct 15, 2026
Category english
Evaluated configuration deepseek-v3.2-exp
Evaluation type human preference Arena text preference / exclude_ties human preference · 2026-10-15 · rating
DeepSeek-V3.2-Exp
1,413.85 rating
Confidence interval: 1,405.10 – 1,422.60
8420 votes
Oct 15, 2026
Category exclude_ties
Evaluated configuration deepseek-v3.2-exp
Evaluation type human preference Arena text preference / expert human preference · 2026-10-15 · rating
DeepSeek-V3.2-Exp
1,403.50 rating
Confidence interval: 1,381.48 – 1,425.53
665 votes
Oct 15, 2026
Category expert
Evaluated configuration deepseek-v3.2-exp
Evaluation type human preference Arena text preference / french human preference · 2026-10-15 · rating
DeepSeek-V3.2-Exp
1,433.28 rating
Confidence interval: 1,393.81 – 1,472.75
227 votes
Oct 15, 2026
Category french
Evaluated configuration deepseek-v3.2-exp
Evaluation type human preference Arena text preference / german human preference · 2026-10-15 · rating
DeepSeek-V3.2-Exp
1,439.64 rating
Confidence interval: 1,402.84 – 1,476.44
227 votes
Oct 15, 2026
Category german
Evaluated configuration deepseek-v3.2-exp
Evaluation type human preference Arena text preference / hard_prompts human preference · 2026-10-15 · rating
DeepSeek-V3.2-Exp
1,428.85 rating
Confidence interval: 1,420.97 – 1,436.74
6584 votes
Oct 15, 2026
Category hard_prompts
Evaluated configuration deepseek-v3.2-exp
Evaluation type human preference Arena text preference / hard_prompts_english human preference · 2026-10-15 · rating
DeepSeek-V3.2-Exp
1,436.90 rating
Confidence interval: 1,425.87 – 1,447.93
2766 votes
Oct 15, 2026
Category hard_prompts_english
Evaluated configuration deepseek-v3.2-exp
Evaluation type human preference Arena text preference / industry_business_and_management_and_financial_operations human preference · 2026-10-15 · rating
DeepSeek-V3.2-Exp
1,412.10 rating
Confidence interval: 1,399.67 – 1,424.54
2250 votes
Oct 15, 2026
Category industry_business_and_management_and_financial_operations
Evaluated configuration deepseek-v3.2-exp
Evaluation type human preference Arena text preference / industry_entertainment_and_sports_and_media human preference · 2026-10-15 · rating
DeepSeek-V3.2-Exp
1,407.26 rating
Confidence interval: 1,394.87 – 1,419.65
2184 votes
Oct 15, 2026
Category industry_entertainment_and_sports_and_media
Evaluated configuration deepseek-v3.2-exp
Evaluation type human preference Arena text preference / industry_legal_and_government human preference · 2026-10-15 · rating
DeepSeek-V3.2-Exp
1,406.39 rating
Confidence interval: 1,386.10 – 1,426.67
798 votes
Oct 15, 2026
Category industry_legal_and_government
Evaluated configuration deepseek-v3.2-exp
Evaluation type human preference Arena text preference / industry_life_and_physical_and_social_science human preference · 2026-10-15 · rating
DeepSeek-V3.2-Exp
1,430.24 rating
Confidence interval: 1,416.95 – 1,443.54
1939 votes
Oct 15, 2026
Category industry_life_and_physical_and_social_science
Evaluated configuration deepseek-v3.2-exp
Evaluation type human preference Arena text preference / industry_mathematical human preference · 2026-10-15 · rating
DeepSeek-V3.2-Exp
1,414.40 rating
Confidence interval: 1,392.07 – 1,436.73
635 votes
Oct 15, 2026
Category industry_mathematical
Evaluated configuration deepseek-v3.2-exp
Evaluation type human preference Arena text preference / industry_medicine_and_healthcare human preference · 2026-10-15 · rating
DeepSeek-V3.2-Exp
1,427.42 rating
Confidence interval: 1,403.96 – 1,450.88
596 votes
Oct 15, 2026
Category industry_medicine_and_healthcare
Evaluated configuration deepseek-v3.2-exp
Evaluation type human preference Arena text preference / industry_software_and_it_services human preference · 2026-10-15 · rating
DeepSeek-V3.2-Exp
1,436.00 rating
Confidence interval: 1,426.58 – 1,445.42
4148 votes
Oct 15, 2026
Category industry_software_and_it_services
Evaluated configuration deepseek-v3.2-exp
Evaluation type human preference Arena text preference / industry_writing_and_literature_and_language human preference · 2026-10-15 · rating
DeepSeek-V3.2-Exp
1,407.52 rating
Confidence interval: 1,396.14 – 1,418.90
2663 votes
Oct 15, 2026
Category industry_writing_and_literature_and_language
Evaluated configuration deepseek-v3.2-exp
Evaluation type human preference Arena text preference / instruction_following human preference · 2026-10-15 · rating
DeepSeek-V3.2-Exp
1,400.70 rating
Confidence interval: 1,390.50 – 1,410.90
3391 votes
Oct 15, 2026
Category instruction_following
Evaluated configuration deepseek-v3.2-exp
Evaluation type human preference Arena text preference / japanese human preference · 2026-10-15 · rating
DeepSeek-V3.2-Exp
1,331.25 rating
Confidence interval: 1,281.75 – 1,380.74
148 votes
Oct 15, 2026
Category japanese
Evaluated configuration deepseek-v3.2-exp
Evaluation type human preference Arena text preference / korean human preference · 2026-10-15 · rating
DeepSeek-V3.2-Exp
1,372.08 rating
Confidence interval: 1,332.66 – 1,411.49
212 votes
Oct 15, 2026
Category korean
Evaluated configuration deepseek-v3.2-exp
Evaluation type human preference Arena text preference / longer_query human preference · 2026-10-15 · rating
DeepSeek-V3.2-Exp
1,417.62 rating
Confidence interval: 1,406.99 – 1,428.25
3064 votes
Oct 15, 2026
Category longer_query
Evaluated configuration deepseek-v3.2-exp
Evaluation type human preference Arena text preference / math human preference · 2026-10-15 · rating
DeepSeek-V3.2-Exp
1,418.18 rating
Confidence interval: 1,398.21 – 1,438.15
793 votes
Oct 15, 2026
Category math
Evaluated configuration deepseek-v3.2-exp
Evaluation type human preference Arena text preference / multi_turn human preference · 2026-10-15 · rating
DeepSeek-V3.2-Exp
1,421.49 rating
Confidence interval: 1,408.56 – 1,434.43
1992 votes
Oct 15, 2026
Category multi_turn
Evaluated configuration deepseek-v3.2-exp
Evaluation type human preference Arena text preference / non_english human preference · 2026-10-15 · rating
DeepSeek-V3.2-Exp
1,404.27 rating
Confidence interval: 1,396.46 – 1,412.07
6923 votes
Oct 15, 2026
Category non_english
Evaluated configuration deepseek-v3.2-exp
Evaluation type human preference Arena text preference / overall human preference · 2026-10-15 · rating
DeepSeek-V3.2-Exp
1,422.18 rating
Confidence interval: 1,415.84 – 1,428.51
12004 votes
Oct 15, 2026
Category overall
Evaluated configuration deepseek-v3.2-exp
Evaluation type human preference Arena text preference / polish human preference · 2026-10-15 · rating
DeepSeek-V3.2-Exp
1,420.09 rating
Confidence interval: 1,392.57 – 1,447.61
440 votes
Oct 15, 2026
Category polish
Evaluated configuration deepseek-v3.2-exp
Evaluation type human preference Arena text preference / russian human preference · 2026-10-15 · rating
DeepSeek-V3.2-Exp
1,403.62 rating
Confidence interval: 1,387.15 – 1,420.09
1173 votes
Oct 15, 2026
Category russian
Evaluated configuration deepseek-v3.2-exp
Evaluation type human preference Arena text preference / spanish human preference · 2026-10-15 · rating
DeepSeek-V3.2-Exp
1,440.07 rating
Confidence interval: 1,409.18 – 1,470.96
354 votes
Oct 15, 2026
Category spanish
Evaluated configuration deepseek-v3.2-exp
Evaluation type human preference
Run it locallyInference · memory estimate
DeepSeek-V3.2-Exp
Not enough verified architecture information for a reliable VRAM estimate.
Capabilities
Context window 163,840 tokens
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* Provisional data