Rankings / DeepSeek
Deepseek V3 1 Terminus
open weightsreleased 2025-09-22
BenchAtlas Index
as of 2026-09-11
thinking
rank #270
9 families · 5 categories · high
no reasoning
rank #334
9 families · 5 categories · high
Benchmark evidence
39 results
agentic coding
| τ²-Bench | thinking | 37.1 % | independent | Artificial Analysis |
| τ²-Bench | no reasoning | 37.1 % | independent | Artificial Analysis |
| τ²-Bench subset=banking | thinking | 21.0 % | independent | Artificial Analysis |
coding
| LiveCodeBench v6 implementation=artificial-analysis | thinking | 79.8 % | independent | Artificial Analysis |
| LiveCodeBench v6 implementation=artificial-analysis | no reasoning | 52.9 % | independent | Artificial Analysis |
| SciCode | thinking | 38.0 % | independent | Artificial Analysis |
| SciCode | no reasoning | 32.1 % | independent | Artificial Analysis |
external indices
| AA Coding Index | thinking | 43.5 points | independent | Artificial Analysis |
| Intelligence Index v4.1 | thinking | 15.4 points | independent | Artificial Analysis |
| Intelligence Index v4.1 | no reasoning | 13.9 points | independent | Artificial Analysis |
| AA Math Index | thinking | 89.7 points | independent | Artificial Analysis |
| AA Math Index | no reasoning | 53.7 points | independent | Artificial Analysis |
human preference
| Industry Life And Physical And Social Science (style control)older version arena=text · category=industry_life_and_physical_and_social_science · style_control=true | 1452.9 1428.6–1477.2 | community | LMArena Leaderboard Dataset | |
| Coding (style control)older version arena=text · category=coding · style_control=true | 1440.1 1419.5–1460.7 | community | LMArena Leaderboard Dataset | |
| Industry Software And It Services (style control)older version arena=text · category=industry_software_and_it_services · style_control=true | 1428.2 1412.1–1444.3 | community | LMArena Leaderboard Dataset | |
| Hard Prompts English (style control)older version arena=text · category=hard_prompts_english · style_control=true | 1424.7 1405.0–1444.5 | community | LMArena Leaderboard Dataset | |
| Hard Prompts (style control)older version arena=text · category=hard_prompts · style_control=true | 1423.2 1410.0–1436.4 | community | LMArena Leaderboard Dataset | |
| Longer Query (style control)older version arena=text · category=longer_query · style_control=true | 1418.8 1399.1–1438.5 | community | LMArena Leaderboard Dataset | |
| English (style control)older version arena=text · category=english · style_control=true | 1418.4 1403.7–1433.0 | community | LMArena Leaderboard Dataset | |
| Overall (style control) arena=text · category=overall · style_control=true | 1414.7 1405.0–1424.4 | 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 | 1406.8 1386.0–1427.7 | community | LMArena Leaderboard Dataset | |
| Non English (style control)older version arena=text · category=non_english · style_control=true | 1403.4 1390.6–1416.2 | community | LMArena Leaderboard Dataset | |
| Exclude Ties (style control)older version arena=text · category=exclude_ties · style_control=true | 1399.8 1385.9–1413.8 | 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 | 1395.8 1374.2–1417.5 | community | LMArena Leaderboard Dataset | |
| Multi Turn (style control)older version arena=text · category=multi_turn · style_control=true | 1395.2 1372.6–1417.7 | community | LMArena Leaderboard Dataset | |
| Instruction Following (style control)older version arena=text · category=instruction_following · style_control=true | 1393.2 1375.4–1411.1 | 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 | 1376.6 1353.5–1399.8 | community | LMArena Leaderboard Dataset |
knowledge science
| GPQA Diamond implementation=artificial-analysis | thinking | 79.2 % | independent | Artificial Analysis |
| GPQA Diamond implementation=artificial-analysis | no reasoning | 75.1 % | independent | Artificial Analysis |
| Humanity's Last Exam implementation=artificial-analysis | thinking | 16.4 % | independent | Artificial Analysis |
| Humanity's Last Exam implementation=artificial-analysis | no reasoning | 8.7 % | independent | Artificial Analysis |
| MMLU-Pro implementation=artificial-analysis | thinking | 85.1 % | independent | Artificial Analysis |
| MMLU-Pro implementation=artificial-analysis | no reasoning | 83.6 % | independent | Artificial Analysis |
long context instruction
| AA-LCR | thinking | 69.3 % | independent | Artificial Analysis |
| AA-LCR | no reasoning | 45.3 % | independent | Artificial Analysis |
| IFBench | thinking | 57.0 % | independent | Artificial Analysis |
| IFBench | no reasoning | 41.2 % | independent | Artificial Analysis |
reasoning math
| AIME year=2025 · implementation=artificial-analysis | thinking | 89.7 % | independent | Artificial Analysis |
| AIME year=2025 · implementation=artificial-analysis | no reasoning | 53.7 % | independent | Artificial Analysis |
Agent + model results
systems, not bare-model scores
| agent + model Artificial Analysis harness + Deepseek V3 1 Terminus | Terminal-Bench 2.1 | 44.9 % | independent | Artificial Analysis |
| agent + model Artificial Analysis harness + Deepseek V3 1 Terminus | Terminal-Bench Hard | 31.8 % | independent | Artificial Analysis |
| agent + model Artificial Analysis harness + Deepseek V3 1 Terminus | Terminal-Bench Hard | 30.3 % | independent | Artificial Analysis |
These scores measure the whole agent system (scaffold, tools, budgets) — they are never merged into the bare model’s numbers.
