Rankings / DeepSeek
Deepseek V3 1 Terminus
open weightsreleased 2025-09-22
BenchAtlas Index
as of 2026-07-14
thinking
rank #238
9 families · 5 categories · high
no reasoning
rank #319
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 | 15.9 % | 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 | 40.6 % | 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 | 30.4 points | independent | Artificial Analysis |
| Intelligence Index v4.1 | no reasoning | 21.4 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 | 1452.8 1428.7–1477.0 | community | LMArena Leaderboard Dataset | |
| Coding (style control)older version arena=text · category=coding · style_control=true | 1438.9 1418.3–1459.5 | community | LMArena Leaderboard Dataset | |
| Industry Software And It Services (style control)older version arena=text · category=industry_software_and_it_services · style_control=true | 1430.0 1414.0–1445.9 | community | LMArena Leaderboard Dataset | |
| Hard Prompts English (style control)older version arena=text · category=hard_prompts_english · style_control=true | 1428.1 1410.1–1446.0 | community | LMArena Leaderboard Dataset | |
| Hard Prompts (style control)older version arena=text · category=hard_prompts · style_control=true | 1423.7 1410.5–1436.9 | community | LMArena Leaderboard Dataset | |
| English (style control)older version arena=text · category=english · style_control=true | 1423.2 1409.6–1436.9 | community | LMArena Leaderboard Dataset | |
| Longer Query (style control)older version arena=text · category=longer_query · style_control=true | 1418.5 1398.9–1438.2 | community | LMArena Leaderboard Dataset | |
| Overall (style control) arena=text · category=overall · style_control=true | 1415.6 1406.0–1425.3 | 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 | 1409.9 1389.2–1430.6 | community | LMArena Leaderboard Dataset | |
| Non English (style control)older version arena=text · category=non_english · style_control=true | 1402.3 1389.0–1415.7 | community | LMArena Leaderboard Dataset | |
| Exclude Ties (style control)older version arena=text · category=exclude_ties · style_control=true | 1401.0 1387.2–1414.9 | 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 | 1395.4 1374.1–1416.8 | community | LMArena Leaderboard Dataset | |
| Multi Turn (style control)older version arena=text · category=multi_turn · style_control=true | 1394.5 1372.3–1416.7 | community | LMArena Leaderboard Dataset | |
| Instruction Following (style control)older version arena=text · category=instruction_following · style_control=true | 1393.6 1375.8–1411.4 | 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 | 1376.0 1352.9–1399.0 | 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 | 15.2 % | independent | Artificial Analysis |
| Humanity's Last Exam implementation=artificial-analysis | no reasoning | 8.4 % | 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 | 65.0 % | independent | Artificial Analysis |
| AA-LCR | no reasoning | 43.3 % | 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.
