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AI 6,278 Devices 31,633 CPUs 40,283 GPUs 30,354 Cameras 1,501
deepseek DeepSeek-V3.1-Terminus AI model
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Context window 163,840 tokens
Capability & preference
Human preference · Arena
Overall text preferences from head-to-head votes. Not factual accuracy or a task-success rate.
1390 1440
DeepSeek-V3.1-Terminus
1417.1
DeepSeek-V3.1-Terminus · 95% interval 1407.4–1426.8 · 3,609 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 / coding human preference · 2026-10-28 · rating
DeepSeek-V3.1-Terminus
1,406.69 rating
Confidence interval: 1,386.17 – 1,427.21
771 votes
Oct 28, 2026
Category coding
Evaluated configuration DeepSeek-V3.1-Terminus
Evaluation type human preference Arena text preference / creative_writing human preference · 2026-10-28 · rating
DeepSeek-V3.1-Terminus
1,403.32 rating
Confidence interval: 1,375.92 – 1,430.72
446 votes
Oct 28, 2026
Category creative_writing
Evaluated configuration DeepSeek-V3.1-Terminus
Evaluation type human preference Arena text preference / english human preference · 2026-10-28 · rating
DeepSeek-V3.1-Terminus
1,418.74 rating
Confidence interval: 1,404.20 – 1,433.29
1583 votes
Oct 28, 2026
Category english
Evaluated configuration DeepSeek-V3.1-Terminus
Evaluation type human preference Arena text preference / exclude_ties human preference · 2026-10-28 · rating
DeepSeek-V3.1-Terminus
1,401.88 rating
Confidence interval: 1,388.04 – 1,415.72
2583 votes
Oct 28, 2026
Category exclude_ties
Evaluated configuration DeepSeek-V3.1-Terminus
Evaluation type human preference Arena text preference / hard_prompts human preference · 2026-10-28 · rating
DeepSeek-V3.1-Terminus
1,406.10 rating
Confidence interval: 1,392.90 – 1,419.30
1901 votes
Oct 28, 2026
Category hard_prompts
Evaluated configuration DeepSeek-V3.1-Terminus
Evaluation type human preference Arena text preference / hard_prompts_english human preference · 2026-10-28 · rating
DeepSeek-V3.1-Terminus
1,406.78 rating
Confidence interval: 1,387.08 – 1,426.48
850 votes
Oct 28, 2026
Category hard_prompts_english
Evaluated configuration DeepSeek-V3.1-Terminus
Evaluation type human preference Arena text preference / industry_business_and_management_and_financial_operations human preference · 2026-10-28 · rating
DeepSeek-V3.1-Terminus
1,387.37 rating
Confidence interval: 1,365.57 – 1,409.17
718 votes
Oct 28, 2026
Category industry_business_and_management_and_financial_operations
Evaluated configuration DeepSeek-V3.1-Terminus
Evaluation type human preference Arena text preference / industry_entertainment_and_sports_and_media human preference · 2026-10-28 · rating
DeepSeek-V3.1-Terminus
1,382.40 rating
Confidence interval: 1,359.16 – 1,405.64
626 votes
Oct 28, 2026
Category industry_entertainment_and_sports_and_media
Evaluated configuration DeepSeek-V3.1-Terminus
Evaluation type human preference Arena text preference / industry_legal_and_government human preference · 2026-10-28 · rating
DeepSeek-V3.1-Terminus
1,407.49 rating
Confidence interval: 1,371.90 – 1,443.09
263 votes
Oct 28, 2026
Category industry_legal_and_government
Evaluated configuration DeepSeek-V3.1-Terminus
Evaluation type human preference Arena text preference / industry_life_and_physical_and_social_science human preference · 2026-10-28 · rating
DeepSeek-V3.1-Terminus
1,451.35 rating
Confidence interval: 1,427.15 – 1,475.55
571 votes
Oct 28, 2026
Category industry_life_and_physical_and_social_science
Evaluated configuration DeepSeek-V3.1-Terminus
Evaluation type human preference Arena text preference / industry_medicine_and_healthcare human preference · 2026-10-28 · rating
DeepSeek-V3.1-Terminus
1,451.01 rating
Confidence interval: 1,413.91 – 1,488.11
259 votes
Oct 28, 2026
Category industry_medicine_and_healthcare
Evaluated configuration DeepSeek-V3.1-Terminus
Evaluation type human preference Arena text preference / industry_software_and_it_services human preference · 2026-10-28 · rating
DeepSeek-V3.1-Terminus
1,409.46 rating
Confidence interval: 1,393.34 – 1,425.58
1279 votes
Oct 28, 2026
Category industry_software_and_it_services
Evaluated configuration DeepSeek-V3.1-Terminus
Evaluation type human preference Arena text preference / industry_writing_and_literature_and_language human preference · 2026-10-28 · rating
DeepSeek-V3.1-Terminus
1,407.73 rating
Confidence interval: 1,387.03 – 1,428.44
791 votes
Oct 28, 2026
Category industry_writing_and_literature_and_language
Evaluated configuration DeepSeek-V3.1-Terminus
Evaluation type human preference Arena text preference / instruction_following human preference · 2026-10-28 · rating
DeepSeek-V3.1-Terminus
1,380.70 rating
Confidence interval: 1,362.85 – 1,398.55
1018 votes
Oct 28, 2026
Category instruction_following
Evaluated configuration DeepSeek-V3.1-Terminus
Evaluation type human preference Arena text preference / longer_query human preference · 2026-10-28 · rating
DeepSeek-V3.1-Terminus
1,395.87 rating
Confidence interval: 1,376.20 – 1,415.54
841 votes
Oct 28, 2026
Category longer_query
Evaluated configuration DeepSeek-V3.1-Terminus
Evaluation type human preference Arena text preference / math human preference · 2026-10-28 · rating
DeepSeek-V3.1-Terminus
1,401.74 rating
Confidence interval: 1,363.20 – 1,440.27
216 votes
Oct 28, 2026
Category math
Evaluated configuration DeepSeek-V3.1-Terminus
Evaluation type human preference Arena text preference / multi_turn human preference · 2026-10-28 · rating
DeepSeek-V3.1-Terminus
1,387.89 rating
Confidence interval: 1,365.29 – 1,410.49
658 votes
Oct 28, 2026
Category multi_turn
Evaluated configuration DeepSeek-V3.1-Terminus
Evaluation type human preference Arena text preference / non_english human preference · 2026-10-28 · rating
DeepSeek-V3.1-Terminus
1,407.50 rating
Confidence interval: 1,394.61 – 1,420.38
2026 votes
Oct 28, 2026
Category non_english
Evaluated configuration DeepSeek-V3.1-Terminus
Evaluation type human preference Arena text preference / overall human preference · 2026-10-28 · rating
DeepSeek-V3.1-Terminus
1,417.10 rating
Confidence interval: 1,407.38 – 1,426.82
3609 votes
Oct 28, 2026
Category overall
Evaluated configuration DeepSeek-V3.1-Terminus
Evaluation type human preference Arena text preference / polish human preference · 2026-10-28 · rating
DeepSeek-V3.1-Terminus
1,405.00 rating
Confidence interval: 1,366.92 – 1,443.08
229 votes
Oct 28, 2026
Category polish
Evaluated configuration DeepSeek-V3.1-Terminus
Evaluation type human preference Arena text preference / russian human preference · 2026-10-28 · rating
DeepSeek-V3.1-Terminus
1,423.53 rating
Confidence interval: 1,392.74 – 1,454.32
304 votes
Oct 28, 2026
Category russian
Evaluated configuration DeepSeek-V3.1-Terminus
Evaluation type human preference Arena text preference / coding human preference · 2026-10-15 · rating
DeepSeek-V3.1-Terminus
1,406.80 rating
Confidence interval: 1,386.27 – 1,427.32
771 votes
Oct 15, 2026
Category coding
Evaluated configuration deepseek-v3.1-terminus
Evaluation type human preference Arena text preference / creative_writing human preference · 2026-10-15 · rating
DeepSeek-V3.1-Terminus
1,402.66 rating
Confidence interval: 1,375.29 – 1,430.02
447 votes
Oct 15, 2026
Category creative_writing
Evaluated configuration deepseek-v3.1-terminus
Evaluation type human preference Arena text preference / english human preference · 2026-10-15 · rating
DeepSeek-V3.1-Terminus
1,418.95 rating
Confidence interval: 1,404.39 – 1,433.52
1580 votes
Oct 15, 2026
Category english
Evaluated configuration deepseek-v3.1-terminus
Evaluation type human preference Arena text preference / exclude_ties human preference · 2026-10-15 · rating
DeepSeek-V3.1-Terminus
1,401.93 rating
Confidence interval: 1,388.09 – 1,415.77
2583 votes
Oct 15, 2026
Category exclude_ties
Evaluated configuration deepseek-v3.1-terminus
Evaluation type human preference Arena text preference / hard_prompts human preference · 2026-10-15 · rating
DeepSeek-V3.1-Terminus
1,405.93 rating
Confidence interval: 1,392.73 – 1,419.13
1902 votes
Oct 15, 2026
Category hard_prompts
Evaluated configuration deepseek-v3.1-terminus
Evaluation type human preference Arena text preference / hard_prompts_english human preference · 2026-10-15 · rating
DeepSeek-V3.1-Terminus
1,406.70 rating
Confidence interval: 1,386.99 – 1,426.40
850 votes
Oct 15, 2026
Category hard_prompts_english
Evaluated configuration deepseek-v3.1-terminus
Evaluation type human preference Arena text preference / industry_business_and_management_and_financial_operations human preference · 2026-10-15 · rating
DeepSeek-V3.1-Terminus
1,387.44 rating
Confidence interval: 1,365.64 – 1,409.25
718 votes
Oct 15, 2026
Category industry_business_and_management_and_financial_operations
Evaluated configuration deepseek-v3.1-terminus
Evaluation type human preference Arena text preference / industry_entertainment_and_sports_and_media human preference · 2026-10-15 · rating
DeepSeek-V3.1-Terminus
1,382.53 rating
Confidence interval: 1,359.32 – 1,405.74
627 votes
Oct 15, 2026
Category industry_entertainment_and_sports_and_media
Evaluated configuration deepseek-v3.1-terminus
Evaluation type human preference Arena text preference / industry_legal_and_government human preference · 2026-10-15 · rating
DeepSeek-V3.1-Terminus
1,407.28 rating
Confidence interval: 1,371.67 – 1,442.88
263 votes
Oct 15, 2026
Category industry_legal_and_government
Evaluated configuration deepseek-v3.1-terminus
Evaluation type human preference Arena text preference / industry_life_and_physical_and_social_science human preference · 2026-10-15 · rating
DeepSeek-V3.1-Terminus
1,451.45 rating
Confidence interval: 1,427.20 – 1,475.69
570 votes
Oct 15, 2026
Category industry_life_and_physical_and_social_science
Evaluated configuration deepseek-v3.1-terminus
Evaluation type human preference Arena text preference / industry_medicine_and_healthcare human preference · 2026-10-15 · rating
DeepSeek-V3.1-Terminus
1,451.12 rating
Confidence interval: 1,414.01 – 1,488.23
259 votes
Oct 15, 2026
Category industry_medicine_and_healthcare
Evaluated configuration deepseek-v3.1-terminus
Evaluation type human preference Arena text preference / industry_software_and_it_services human preference · 2026-10-15 · rating
DeepSeek-V3.1-Terminus
1,409.55 rating
Confidence interval: 1,393.42 – 1,425.67
1279 votes
Oct 15, 2026
Category industry_software_and_it_services
Evaluated configuration deepseek-v3.1-terminus
Evaluation type human preference Arena text preference / industry_writing_and_literature_and_language human preference · 2026-10-15 · rating
DeepSeek-V3.1-Terminus
1,407.85 rating
Confidence interval: 1,387.14 – 1,428.55
791 votes
Oct 15, 2026
Category industry_writing_and_literature_and_language
Evaluated configuration deepseek-v3.1-terminus
Evaluation type human preference Arena text preference / instruction_following human preference · 2026-10-15 · rating
DeepSeek-V3.1-Terminus
1,380.36 rating
Confidence interval: 1,362.52 – 1,398.20
1019 votes
Oct 15, 2026
Category instruction_following
Evaluated configuration deepseek-v3.1-terminus
Evaluation type human preference Arena text preference / longer_query human preference · 2026-10-15 · rating
DeepSeek-V3.1-Terminus
1,395.57 rating
Confidence interval: 1,375.91 – 1,415.23
842 votes
Oct 15, 2026
Category longer_query
Evaluated configuration deepseek-v3.1-terminus
Evaluation type human preference Arena text preference / math human preference · 2026-10-15 · rating
DeepSeek-V3.1-Terminus
1,401.81 rating
Confidence interval: 1,363.25 – 1,440.36
216 votes
Oct 15, 2026
Category math
Evaluated configuration deepseek-v3.1-terminus
Evaluation type human preference Arena text preference / multi_turn human preference · 2026-10-15 · rating
DeepSeek-V3.1-Terminus
1,387.92 rating
Confidence interval: 1,365.32 – 1,410.52
658 votes
Oct 15, 2026
Category multi_turn
Evaluated configuration deepseek-v3.1-terminus
Evaluation type human preference Arena text preference / non_english human preference · 2026-10-15 · rating
DeepSeek-V3.1-Terminus
1,407.42 rating
Confidence interval: 1,394.55 – 1,420.30
2028 votes
Oct 15, 2026
Category non_english
Evaluated configuration deepseek-v3.1-terminus
Evaluation type human preference Arena text preference / overall human preference · 2026-10-15 · rating
DeepSeek-V3.1-Terminus
1,417.10 rating
Confidence interval: 1,407.38 – 1,426.83
3608 votes
Oct 15, 2026
Category overall
Evaluated configuration deepseek-v3.1-terminus
Evaluation type human preference Arena text preference / polish human preference · 2026-10-15 · rating
DeepSeek-V3.1-Terminus
1,405.03 rating
Confidence interval: 1,366.95 – 1,443.12
229 votes
Oct 15, 2026
Category polish
Evaluated configuration deepseek-v3.1-terminus
Evaluation type human preference Arena text preference / russian human preference · 2026-10-15 · rating
DeepSeek-V3.1-Terminus
1,422.36 rating
Confidence interval: 1,391.60 – 1,453.12
305 votes
Oct 15, 2026
Category russian
Evaluated configuration deepseek-v3.1-terminus
Evaluation type human preference
Run it locallyInference · memory estimate
DeepSeek-V3.1-Terminus
Not enough verified architecture information for a reliable VRAM estimate.
Capabilities
Context window 163,840 tokens
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