Rankings / DeepSeek
Deepseek V3 0324
released 2025-03-24
BenchAtlas Index
as of 2026-07-14
base configuration
rank #340
5 families · 3 categories · medium
base configuration
rank #366
12 families · 5 categories · high
Benchmark evidence
56 results
agentic coding
| τ²-Bench | 47.1 % | independent | Artificial Analysis | |
| τ²-Bench subset=banking | 4.5 % | independent | Artificial Analysis |
coding
| LiveCodeBench v6 implementation=artificial-analysis | 40.5 % | independent | Artificial Analysis | |
| SciCode | 35.8 % | independent | Artificial Analysis |
external indices
| AA Coding Index | 21.2 points | independent | Artificial Analysis | |
| Intelligence Index v4.1 | 15.4 points | independent | Artificial Analysis | |
| AA Math Index | 41.0 points | independent | Artificial Analysis | |
| ECI | 137.0 points | independent | Epoch AI Benchmarking Hub |
human preference
| Coding (style control)older version arena=text · category=coding · style_control=true | 1428.7 1421.9–1435.4 | community | LMArena Leaderboard Dataset | |
| Industry Medicine And Healthcare (style control)older version arena=text · category=industry_medicine_and_healthcare · style_control=true | 1427.4 1415.7–1439.1 | community | LMArena Leaderboard Dataset | |
| Industry Software And It Services (style control)older version arena=text · category=industry_software_and_it_services · style_control=true | 1423.9 1418.2–1429.5 | community | LMArena Leaderboard Dataset | |
| French (style control)older version arena=text · category=french · style_control=true | 1420.5 1394.4–1446.6 | community | LMArena Leaderboard Dataset | |
| Hard Prompts English (style control)older version arena=text · category=hard_prompts_english · style_control=true | 1418.1 1411.7–1424.5 | community | LMArena Leaderboard Dataset | |
| Industry Life And Physical And Social Science (style control)older version arena=text · category=industry_life_and_physical_and_social_science · style_control=true | 1414.3 1407.2–1421.5 | community | LMArena Leaderboard Dataset | |
| Chinese (style control)older version arena=text · category=chinese · style_control=true | 1413.7 1401.7–1425.8 | community | LMArena Leaderboard Dataset | |
| Industry Legal And Government (style control)older version arena=text · category=industry_legal_and_government · style_control=true | 1410.5 1399.5–1421.6 | community | LMArena Leaderboard Dataset | |
| Multi Turn (style control)older version arena=text · category=multi_turn · style_control=true | 1410.5 1403.3–1417.7 | community | LMArena Leaderboard Dataset | |
| Hard Prompts (style control)older version arena=text · category=hard_prompts · style_control=true | 1408.6 1403.4–1413.8 | community | LMArena Leaderboard Dataset | |
| English (style control)older version arena=text · category=english · style_control=true | 1407.6 1402.8–1412.5 | community | LMArena Leaderboard Dataset | |
| Russian (style control)older version arena=text · category=russian · style_control=true | 1399.0 1388.7–1409.2 | community | LMArena Leaderboard Dataset | |
| German (style control)older version arena=text · category=german · style_control=true | 1398.2 1380.1–1416.2 | community | LMArena Leaderboard Dataset | |
| Expert (style control)older version arena=text · category=expert · style_control=true | 1397.1 1384.6–1409.6 | community | LMArena Leaderboard Dataset | |
| Overall (style control) arena=text · category=overall · style_control=true | 1395.6 1391.7–1399.5 | community | LMArena Leaderboard Dataset | |
| Polish (style control)older version arena=text · category=polish · style_control=true | 1395.3 1383.1–1407.5 | community | LMArena Leaderboard Dataset | |
| Longer Query (style control)older version arena=text · category=longer_query · style_control=true | 1393.3 1386.5–1400.0 | community | LMArena Leaderboard Dataset | |
| Industry Business And Management And Financial Operations (style control)older version arena=text · category=industry_business_and_management_and_financial_operations · style_control=true | 1390.5 1382.9–1398.0 | community | LMArena Leaderboard Dataset | |
| Creative Writing (style control)older version arena=text · category=creative_writing · style_control=true | 1390.0 1382.0–1398.1 | community | LMArena Leaderboard Dataset | |
| Industry Writing And Literature And Language (style control)older version arena=text · category=industry_writing_and_literature_and_language · style_control=true | 1386.5 1380.1–1393.0 | community | LMArena Leaderboard Dataset | |
| Industry Entertainment And Sports And Media (style control)older version arena=text · category=industry_entertainment_and_sports_and_media · style_control=true | 1382.8 1375.8–1389.7 | community | LMArena Leaderboard Dataset | |
| Non English (style control)older version arena=text · category=non_english · style_control=true | 1380.1 1375.1–1385.0 | community | LMArena Leaderboard Dataset | |
| Instruction Following (style control)older version arena=text · category=instruction_following · style_control=true | 1378.7 1372.8–1384.6 | community | LMArena Leaderboard Dataset | |
| Exclude Ties (style control)older version arena=text · category=exclude_ties · style_control=true | 1376.6 1371.2–1382.1 | community | LMArena Leaderboard Dataset | |
| Math (style control)older version arena=text · category=math · style_control=true | 1369.7 1359.4–1380.0 | community | LMArena Leaderboard Dataset | |
| Industry Mathematical (style control)older version arena=text · category=industry_mathematical · style_control=true | 1367.9 1357.1–1378.7 | community | LMArena Leaderboard Dataset | |
| Spanish (style control)older version arena=text · category=spanish · style_control=true | 1364.3 1343.5–1385.1 | community | LMArena Leaderboard Dataset | |
| Japanese (style control)older version arena=text · category=japanese · style_control=true | 1337.6 1317.9–1357.3 | community | LMArena Leaderboard Dataset | |
| Korean (style control)older version arena=text · category=korean · style_control=true | 1334.7 1314.7–1354.7 | community | LMArena Leaderboard Dataset |
knowledge science
| GPQA Diamond | 67.6 % | independent | Epoch AI Benchmarking Hub 2025-04-01 | |
| GPQA Diamond implementation=artificial-analysis | 65.5 % | independent | Artificial Analysis | |
| GPQA Diamond implementation=vals-ai | 61.6 % | independent | Vals AI | |
| Humanity's Last Exam implementation=artificial-analysis | 5.2 % | independent | Artificial Analysis | |
| MMLU-Pro implementation=artificial-analysis | 81.9 % | independent | Artificial Analysis | |
| MMLU-Pro implementation=vals-ai | 79.5 % | independent | Vals AI |
long context instruction
| AA-LCR | 41.0 % | independent | Artificial Analysis | |
| IFBench | 41.0 % | independent | Artificial Analysis |
professional
| CorpFin | 54.7 % | independent | Vals AI | |
| LegalBench | 77.7 % | independent | Vals AI | |
| MedQA | 82.0 % | independent | Vals AI | |
| TaxEval | 71.1 % | independent | Vals AI |
reasoning math
| AIME implementation=vals-ai | 52.2 % | independent | Vals AI | |
| AIME implementation=artificial-analysis | 52.0 % | independent | Artificial Analysis | |
| AIME year=2025 · implementation=artificial-analysis | 41.0 % | independent | Artificial Analysis | |
| MATH-500 implementation=artificial-analysis | 94.2 % | independent | Artificial Analysis | |
| MATH-500 implementation=vals-ai | 88.6 % | independent | Vals AI | |
| MATH Level 5 | 75.5 % | independent | Epoch AI Benchmarking Hub 2025-04-01 | |
| OTIS Mock AIME 2024–2025 | 37.8 % | independent | Epoch AI Benchmarking Hub 2025-04-01 |
Agent + model results
systems, not bare-model scores
| agent + model SWE-Exp + Deepseek V3 0324 | SWE-bench Verified | 42.0 % | unverified | SWE-bench Leaderboard |
| agent + model Artificial Analysis harness + Deepseek V3 0324 | Terminal-Bench Hard | 15.2 % | independent | Artificial Analysis |
| agent + model Artificial Analysis harness + Deepseek V3 0324 | Terminal-Bench 2.1 | 13.9 % | independent | Artificial Analysis |
These scores measure the whole agent system (scaffold, tools, budgets) — they are never merged into the bare model’s numbers.