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AI models
deepseek

DeepSeek V3 0324

AI model Released

Context window
163,840 tokens
Maximum output
147,456 tokens
Open weights
Yes

Capability & preference

Human preference · Arena

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

DeepSeek V3 0324 1374.6 deepseek-v3-0324 · 95% interval 1370.7–1378.4 · 44,973 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 0324

1,390.31 rating

Confidence interval: 1,379.44 – 1,401.17

3034 votes

Category
chinese
Evaluated configuration
deepseek-v3-0324
Evaluation type
human preference
Arena text preference / codinghuman preference · 2026-10-15 · rating

DeepSeek V3 0324

1,367.75 rating

Confidence interval: 1,360.98 – 1,374.51

8334 votes

Category
coding
Evaluated configuration
deepseek-v3-0324
Evaluation type
human preference
Arena text preference / creative_writinghuman preference · 2026-10-15 · rating

DeepSeek V3 0324

1,364.02 rating

Confidence interval: 1,356.05 – 1,371.99

5990 votes

Category
creative_writing
Evaluated configuration
deepseek-v3-0324
Evaluation type
human preference
Arena text preference / englishhuman preference · 2026-10-15 · rating

DeepSeek V3 0324

1,388.92 rating

Confidence interval: 1,383.96 – 1,393.87

21422 votes

Category
english
Evaluated configuration
deepseek-v3-0324
Evaluation type
human preference
Arena text preference / exclude_tieshuman preference · 2026-10-15 · rating

DeepSeek V3 0324

1,345.27 rating

Confidence interval: 1,339.93 – 1,350.61

31458 votes

Category
exclude_ties
Evaluated configuration
deepseek-v3-0324
Evaluation type
human preference
Arena text preference / experthuman preference · 2026-10-15 · rating

DeepSeek V3 0324

1,350.46 rating

Confidence interval: 1,338.17 – 1,362.75

2351 votes

Category
expert
Evaluated configuration
deepseek-v3-0324
Evaluation type
human preference
Arena text preference / frenchhuman preference · 2026-10-15 · rating

DeepSeek V3 0324

1,385.04 rating

Confidence interval: 1,360.53 – 1,409.56

594 votes

Category
french
Evaluated configuration
deepseek-v3-0324
Evaluation type
human preference
Arena text preference / germanhuman preference · 2026-10-15 · rating

DeepSeek V3 0324

1,373.75 rating

Confidence interval: 1,356.31 – 1,391.19

1223 votes

Category
german
Evaluated configuration
deepseek-v3-0324
Evaluation type
human preference
Arena text preference / hard_promptshuman preference · 2026-10-15 · rating

DeepSeek V3 0324

1,364.77 rating

Confidence interval: 1,359.59 – 1,369.95

18588 votes

Category
hard_prompts
Evaluated configuration
deepseek-v3-0324
Evaluation type
human preference
Arena text preference / hard_prompts_englishhuman preference · 2026-10-15 · rating

DeepSeek V3 0324

1,378.84 rating

Confidence interval: 1,372.19 – 1,385.50

9015 votes

Category
hard_prompts_english
Evaluated configuration
deepseek-v3-0324
Evaluation type
human preference
Arena text preference / industry_business_and_management_and_financial_operationshuman preference · 2026-10-15 · rating

DeepSeek V3 0324

1,349.18 rating

Confidence interval: 1,341.67 – 1,356.68

6855 votes

Category
industry_business_and_management_and_financial_operations
Evaluated configuration
deepseek-v3-0324
Evaluation type
human preference
Arena text preference / industry_entertainment_and_sports_and_mediahuman preference · 2026-10-15 · rating

DeepSeek V3 0324

1,356.86 rating

Confidence interval: 1,349.94 – 1,363.77

8019 votes

Category
industry_entertainment_and_sports_and_media
Evaluated configuration
deepseek-v3-0324
Evaluation type
human preference
Arena text preference / industry_legal_and_governmenthuman preference · 2026-10-15 · rating

DeepSeek V3 0324

1,378.90 rating

Confidence interval: 1,367.75 – 1,390.04

2905 votes

Category
industry_legal_and_government
Evaluated configuration
deepseek-v3-0324
Evaluation type
human preference
Arena text preference / industry_life_and_physical_and_social_sciencehuman preference · 2026-10-15 · rating

DeepSeek V3 0324

1,381.66 rating

Confidence interval: 1,374.52 – 1,388.80

7628 votes

Category
industry_life_and_physical_and_social_science
Evaluated configuration
deepseek-v3-0324
Evaluation type
human preference
Arena text preference / industry_mathematicalhuman preference · 2026-10-15 · rating

DeepSeek V3 0324

1,364.14 rating

Confidence interval: 1,353.46 – 1,374.82

2947 votes

Category
industry_mathematical
Evaluated configuration
deepseek-v3-0324
Evaluation type
human preference
Arena text preference / industry_medicine_and_healthcarehuman preference · 2026-10-15 · rating

DeepSeek V3 0324

1,383.14 rating

Confidence interval: 1,371.51 – 1,394.78

2656 votes

Category
industry_medicine_and_healthcare
Evaluated configuration
deepseek-v3-0324
Evaluation type
human preference
Arena text preference / industry_software_and_it_serviceshuman preference · 2026-10-15 · rating

DeepSeek V3 0324

1,377.88 rating

Confidence interval: 1,372.24 – 1,383.52

14363 votes

Category
industry_software_and_it_services
Evaluated configuration
deepseek-v3-0324
Evaluation type
human preference
Arena text preference / industry_writing_and_literature_and_languagehuman preference · 2026-10-15 · rating

DeepSeek V3 0324

1,364.74 rating

Confidence interval: 1,358.37 – 1,371.11

10285 votes

Category
industry_writing_and_literature_and_language
Evaluated configuration
deepseek-v3-0324
Evaluation type
human preference
Arena text preference / instruction_followinghuman preference · 2026-10-15 · rating

DeepSeek V3 0324

1,344.46 rating

Confidence interval: 1,338.61 – 1,350.31

12410 votes

Category
instruction_following
Evaluated configuration
deepseek-v3-0324
Evaluation type
human preference
Arena text preference / japanesehuman preference · 2026-10-15 · rating

DeepSeek V3 0324

1,332.93 rating

Confidence interval: 1,314.04 – 1,351.81

1056 votes

Category
japanese
Evaluated configuration
deepseek-v3-0324
Evaluation type
human preference
Arena text preference / koreanhuman preference · 2026-10-15 · rating

DeepSeek V3 0324

1,318.88 rating

Confidence interval: 1,299.36 – 1,338.41

969 votes

Category
korean
Evaluated configuration
deepseek-v3-0324
Evaluation type
human preference
Arena text preference / longer_queryhuman preference · 2026-10-15 · rating

DeepSeek V3 0324

1,352.03 rating

Confidence interval: 1,345.33 – 1,358.73

8531 votes

Category
longer_query
Evaluated configuration
deepseek-v3-0324
Evaluation type
human preference
Arena text preference / mathhuman preference · 2026-10-15 · rating

DeepSeek V3 0324

1,372.55 rating

Confidence interval: 1,362.26 – 1,382.84

3166 votes

Category
math
Evaluated configuration
deepseek-v3-0324
Evaluation type
human preference
Arena text preference / multi_turnhuman preference · 2026-10-15 · rating

DeepSeek V3 0324

1,388.53 rating

Confidence interval: 1,381.33 – 1,395.72

7685 votes

Category
multi_turn
Evaluated configuration
deepseek-v3-0324
Evaluation type
human preference
Arena text preference / non_englishhuman preference · 2026-10-15 · rating

DeepSeek V3 0324

1,357.86 rating

Confidence interval: 1,353.07 – 1,362.64

23546 votes

Category
non_english
Evaluated configuration
deepseek-v3-0324
Evaluation type
human preference
Arena text preference / overallhuman preference · 2026-10-15 · rating

DeepSeek V3 0324

1,374.59 rating

Confidence interval: 1,370.74 – 1,378.44

44973 votes

Category
overall
Evaluated configuration
deepseek-v3-0324
Evaluation type
human preference
Arena text preference / polishhuman preference · 2026-10-15 · rating

DeepSeek V3 0324

1,368.45 rating

Confidence interval: 1,356.47 – 1,380.42

2736 votes

Category
polish
Evaluated configuration
deepseek-v3-0324
Evaluation type
human preference
Arena text preference / russianhuman preference · 2026-10-15 · rating

DeepSeek V3 0324

1,373.19 rating

Confidence interval: 1,363.66 – 1,382.72

3573 votes

Category
russian
Evaluated configuration
deepseek-v3-0324
Evaluation type
human preference
Arena text preference / spanishhuman preference · 2026-10-15 · rating

DeepSeek V3 0324

1,357.92 rating

Confidence interval: 1,338.62 – 1,377.22

987 votes

Category
spanish
Evaluated configuration
deepseek-v3-0324
Evaluation type
human preference

Run it locally

Inference · memory estimate

DeepSeek V3 0324

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.

DeepSeek V3 0324

Capabilities

Context window
163,840 tokens
Maximum output
147,456 tokens
Reasoning
No
Tool calling
Yes
Open weights
Yes
Knowledge cutoff
2024-07-31
Model license
MIT

Input modalities

  • text

Output modalities

  • text

Processing & platform

Architecture
deepseek_v3