Rankings / Moonshot AI
Kimi K2 6
released 2026-04-20
BenchAtlas Index
as of 2026-09-11
base configuration
rank #53
10 families · 5 categories · high
base configuration
rank #80
7 families · 4 categories · medium
base configuration
rank #113
4 families · 3 categories · medium
Benchmark evidence
69 results
agentic coding
| Release 2026-06-25 tasks_counted=3 · livebench_version=2026-06-25 | thinking | 46.9 % | independent | LiveBench |
| τ²-Bench | 95.9 % | independent | Artificial Analysis | |
| τ²-Bench | no reasoning | 93.9 % | independent | Artificial Analysis |
| τ²-Bench subset=banking | 23.3 % | independent | Artificial Analysis |
coding
| Release 2026-06-25 tasks_counted=2 · livebench_version=2026-06-25 | thinking | 78.6 % | independent | LiveBench |
| SciCode | 51.5 % | independent | Artificial Analysis | |
| SciCode | no reasoning | 39.5 % | independent | Artificial Analysis |
data analysis
| Release 2026-06-25 tasks_counted=3 · livebench_version=2026-06-25 | thinking | 65.1 % | independent | LiveBench |
external indices
| AA Coding Index | 61.8 points | independent | Artificial Analysis | |
| Intelligence Index v4.1 | 31.3 points | independent | Artificial Analysis | |
| Intelligence Index v4.1 | no reasoning | 23.6 points | independent | Artificial Analysis |
| ECI | 151.0 points | independent | Epoch AI Benchmarking Hub | |
| ECI | no reasoning | 151.0 points | independent | Epoch AI Benchmarking Hub |
| Vals Index | 43.5 points | independent | Vals AI |
factuality
| SimpleQA Verified | 38.7 % | independent | Epoch AI Benchmarking Hub 2026-05-01 | |
| SimpleQA Verified | 34.9 % | independent | Epoch AI Benchmarking Hub 2026-08-10 |
human preference
| Chinese (style control)older version arena=text · category=chinese · style_control=true | 1526.0 1511.8–1540.3 | community | LMArena Leaderboard Dataset | |
| Coding (style control)older version arena=text · category=coding · style_control=true | 1514.3 1507.2–1521.3 | community | LMArena Leaderboard Dataset | |
| Industry Software And It Services (style control)older version arena=text · category=industry_software_and_it_services · style_control=true | 1503.1 1497.0–1509.2 | community | LMArena Leaderboard Dataset | |
| Expert (style control)older version arena=text · category=expert · style_control=true | 1501.5 1491.1–1511.8 | community | LMArena Leaderboard Dataset | |
| Hard Prompts English (style control)older version arena=text · category=hard_prompts_english · style_control=true | 1487.1 1480.4–1493.7 | community | LMArena Leaderboard Dataset | |
| Hard Prompts (style control)older version arena=text · category=hard_prompts · style_control=true | 1484.9 1479.6–1490.2 | community | LMArena Leaderboard Dataset | |
| Industry Mathematical (style control)older version arena=text · category=industry_mathematical · style_control=true | 1483.1 1469.7–1496.4 | community | LMArena Leaderboard Dataset | |
| Math (style control)older version arena=text · category=math · style_control=true | 1478.4 1464.9–1491.9 | 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 | 1477.0 1468.8–1485.1 | community | LMArena Leaderboard Dataset | |
| Longer Query (style control)older version arena=text · category=longer_query · style_control=true | 1475.8 1469.5–1482.0 | community | LMArena Leaderboard Dataset | |
| French (style control)older version arena=text · category=french · style_control=true | 1473.9 1456.8–1490.9 | community | LMArena Leaderboard Dataset | |
| Industry Medicine And Healthcare (style control)older version arena=text · category=industry_medicine_and_healthcare · style_control=true | 1470.1 1458.2–1482.1 | community | LMArena Leaderboard Dataset | |
| English (style control)older version arena=text · category=english · style_control=true | 1467.6 1461.9–1473.3 | community | LMArena Leaderboard Dataset | |
| Exclude Ties (style control)older version arena=text · category=exclude_ties · style_control=true | 1464.4 1458.5–1470.3 | community | LMArena Leaderboard Dataset | |
| Industry Legal And Government (style control)older version arena=text · category=industry_legal_and_government · style_control=true | 1461.1 1449.7–1472.6 | community | LMArena Leaderboard Dataset | |
| Overall (style control) arena=text · category=overall · style_control=true | 1460.7 1456.2–1465.3 | community | LMArena Leaderboard Dataset | |
| Multi Turn (style control)older version arena=text · category=multi_turn · style_control=true | 1459.8 1451.7–1468.0 | community | LMArena Leaderboard Dataset | |
| German (style control)older version arena=text · category=german · style_control=true | 1458.2 1436.6–1479.9 | community | LMArena Leaderboard Dataset | |
| Spanish (style control)older version arena=text · category=spanish · style_control=true | 1457.6 1440.4–1474.7 | 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 | 1455.8 1448.1–1463.5 | community | LMArena Leaderboard Dataset | |
| Instruction Following (style control)older version arena=text · category=instruction_following · style_control=true | 1453.6 1447.1–1460.1 | community | LMArena Leaderboard Dataset | |
| Russian (style control)older version arena=text · category=russian · style_control=true | 1453.0 1443.1–1462.9 | community | LMArena Leaderboard Dataset | |
| Non English (style control)older version arena=text · category=non_english · style_control=true | 1449.3 1443.8–1454.7 | community | LMArena Leaderboard Dataset | |
| Polish (style control)older version arena=text · category=polish · style_control=true | 1445.4 1424.1–1466.8 | 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 | 1438.2 1431.0–1445.5 | community | LMArena Leaderboard Dataset | |
| Creative Writing (style control)older version arena=text · category=creative_writing · style_control=true | 1430.8 1422.3–1439.3 | 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 | 1427.3 1419.5–1435.1 | community | LMArena Leaderboard Dataset | |
| Korean (style control)older version arena=text · category=korean · style_control=true | 1421.9 1398.8–1445.0 | community | LMArena Leaderboard Dataset |
knowledge science
| GPQA Diamond implementation=artificial-analysis | 91.1 % | independent | Artificial Analysis | |
| GPQA Diamond | 90.8 % | independent | Epoch AI Benchmarking Hub 2026-05-01 | |
| GPQA Diamond implementation=vals-ai | 89.1 % | independent | Vals AI | |
| GPQA Diamond implementation=artificial-analysis | no reasoning | 78.8 % | independent | Artificial Analysis |
| Humanity's Last Exam implementation=artificial-analysis | 37.5 % | independent | Artificial Analysis | |
| Humanity's Last Exam implementation=artificial-analysis | no reasoning | 19.6 % | independent | Artificial Analysis |
| MMLU-Pro implementation=vals-ai | 87.6 % | independent | Vals AI | |
| MMLU-Pro implementation=vals-ai | 87.6 % | independent | Vals AI |
language
| Release 2026-06-25 tasks_counted=3 · livebench_version=2026-06-25 | thinking | 75.1 % | independent | LiveBench |
long context instruction
| AA-LCR | 81.0 % | independent | Artificial Analysis | |
| AA-LCR | no reasoning | 69.7 % | independent | Artificial Analysis |
| IFBench | 76.0 % | independent | Artificial Analysis | |
| IFBench | no reasoning | 44.3 % | independent | Artificial Analysis |
| Release 2026-06-25 tasks_counted=4 · livebench_version=2026-06-25 | thinking | 64.4 % | independent | LiveBench |
multimodal
| MMMU implementation=vals-ai | 86.3 % | independent | Vals AI | |
| MMMU implementation=vals-ai | 86.3 % | independent | Vals AI |
professional
| CaseLaw | 61.2 % | independent | Vals AI | |
| CorpFin | 66.7 % | independent | Vals AI | |
| LegalBench | 84.7 % | independent | Vals AI | |
| TaxEval | 74.7 % | independent | Vals AI |
reasoning math
| FrontierMath | 39.0 % | independent | Epoch AI Benchmarking Hub 2026-05-07 | |
| FrontierMath Tier 4older version | 14.6 % | independent | Epoch AI Benchmarking Hub 2026-05-08 | |
| Release 2026-06-25 tasks_counted=4 · livebench_version=2026-06-25 | thinking | 84.3 % | independent | LiveBench |
| Release 2026-06-25 tasks_counted=4 · livebench_version=2026-06-25 | thinking | 79.4 % | independent | LiveBench |
| OTIS Mock AIME 2024–2025 | 96.1 % | independent | Epoch AI Benchmarking Hub 2026-05-02 |
Agent + model results
systems, not bare-model scores
| agent + model Epoch Inspect harness + Kimi K2 6 | SWE-bench Verified | 76.7 % | independent | Epoch AI Benchmarking Hub |
| agent + model Artificial Analysis harness + Kimi K2 6 | Terminal-Bench 2.1 | 65.9 % | independent | Artificial Analysis |
| agent + model Artificial Analysis harness + Kimi K2 6 | Terminal-Bench Hard | 43.9 % | independent | Artificial Analysis |
| agent + model Artificial Analysis harness + Kimi K2 6 | Terminal-Bench Hard | 37.9 % | independent | Artificial Analysis |
These scores measure the whole agent system (scaffold, tools, budgets) — they are never merged into the bare model’s numbers.
