Rankings / Moonshot AI
Kimi K2 6
released 2026-04-20
BenchAtlas Index
as of 2026-07-14
base configuration
rank #47
10 families · 5 categories · high
base configuration
rank #92
5 families · 3 categories · medium
base configuration
rank #99
4 families · 3 categories · medium
Benchmark evidence
65 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 | 20.6 % | independent | Artificial Analysis |
coding
| Release 2026-06-25 tasks_counted=2 · livebench_version=2026-06-25 | thinking | 78.6 % | independent | LiveBench |
| SciCode | 53.5 % | 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 | 44.2 points | independent | Artificial Analysis | |
| Intelligence Index v4.1 | no reasoning | 34.6 points | independent | Artificial Analysis |
| ECI | 151.0 points | independent | Epoch AI Benchmarking Hub | |
| Vals Index | 55.2 points | independent | Vals AI |
factuality
| SimpleQA Verified | 38.7 % | independent | Epoch AI Benchmarking Hub 2026-05-01 |
human preference
| Chinese (style control)older version arena=text · category=chinese · style_control=true | 1530.0 1515.0–1544.9 | community | LMArena Leaderboard Dataset | |
| Coding (style control)older version arena=text · category=coding · style_control=true | 1514.9 1507.7–1522.1 | community | LMArena Leaderboard Dataset | |
| Industry Software And It Services (style control)older version arena=text · category=industry_software_and_it_services · style_control=true | 1503.6 1497.4–1509.9 | community | LMArena Leaderboard Dataset | |
| Expert (style control)older version arena=text · category=expert · style_control=true | 1502.7 1491.8–1513.5 | community | LMArena Leaderboard Dataset | |
| Industry Mathematical (style control)older version arena=text · category=industry_mathematical · style_control=true | 1487.8 1474.0–1501.6 | community | LMArena Leaderboard Dataset | |
| Hard Prompts English (style control)older version arena=text · category=hard_prompts_english · style_control=true | 1487.1 1480.3–1493.9 | community | LMArena Leaderboard Dataset | |
| Hard Prompts (style control)older version arena=text · category=hard_prompts · style_control=true | 1486.2 1480.8–1491.6 | community | LMArena Leaderboard Dataset | |
| Math (style control)older version arena=text · category=math · style_control=true | 1479.4 1465.7–1493.1 | community | LMArena Leaderboard Dataset | |
| Longer Query (style control)older version arena=text · category=longer_query · style_control=true | 1477.5 1471.1–1483.9 | 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 | 1477.1 1468.7–1485.4 | community | LMArena Leaderboard Dataset | |
| French (style control)older version arena=text · category=french · style_control=true | 1476.3 1458.3–1494.3 | community | LMArena Leaderboard Dataset | |
| Industry Medicine And Healthcare (style control)older version arena=text · category=industry_medicine_and_healthcare · style_control=true | 1471.7 1459.5–1484.0 | community | LMArena Leaderboard Dataset | |
| English (style control)older version arena=text · category=english · style_control=true | 1468.3 1462.4–1474.1 | community | LMArena Leaderboard Dataset | |
| Exclude Ties (style control)older version arena=text · category=exclude_ties · style_control=true | 1465.9 1459.9–1472.0 | community | LMArena Leaderboard Dataset | |
| Overall (style control) arena=text · category=overall · style_control=true | 1462.0 1457.4–1466.6 | community | LMArena Leaderboard Dataset | |
| Spanish (style control)older version arena=text · category=spanish · style_control=true | 1461.6 1443.5–1479.7 | community | LMArena Leaderboard Dataset | |
| Multi Turn (style control)older version arena=text · category=multi_turn · style_control=true | 1460.8 1452.5–1469.2 | community | LMArena Leaderboard Dataset | |
| Industry Legal And Government (style control)older version arena=text · category=industry_legal_and_government · style_control=true | 1460.4 1448.6–1472.1 | community | LMArena Leaderboard Dataset | |
| German (style control)older version arena=text · category=german · style_control=true | 1458.3 1435.5–1481.1 | 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 | 1456.2 1448.3–1464.1 | community | LMArena Leaderboard Dataset | |
| Instruction Following (style control)older version arena=text · category=instruction_following · style_control=true | 1456.0 1449.3–1462.6 | community | LMArena Leaderboard Dataset | |
| Russian (style control)older version arena=text · category=russian · style_control=true | 1454.0 1443.9–1464.1 | community | LMArena Leaderboard Dataset | |
| Non English (style control)older version arena=text · category=non_english · style_control=true | 1450.4 1444.8–1455.9 | community | LMArena Leaderboard Dataset | |
| Polish (style control)older version arena=text · category=polish · style_control=true | 1445.9 1423.7–1468.0 | 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 | 1440.4 1433.0–1447.7 | community | LMArena Leaderboard Dataset | |
| Creative Writing (style control)older version arena=text · category=creative_writing · style_control=true | 1431.9 1423.2–1440.5 | 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 | 1428.7 1420.8–1436.6 | community | LMArena Leaderboard Dataset | |
| Korean (style control)older version arena=text · category=korean · style_control=true | 1422.9 1398.6–1447.2 | 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 | 35.9 % | independent | Artificial Analysis | |
| Humanity's Last Exam implementation=artificial-analysis | no reasoning | 18.2 % | independent | Artificial Analysis |
| 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 | 69.7 % | independent | Artificial Analysis | |
| AA-LCR | no reasoning | 57.7 % | 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 |
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.
