Rankings / ant-group
Ling Flash 2.0
open weightsreleased 2025-09-17
BenchAtlas Index
as of 2026-07-14
base configuration
rank #367
9 families · 5 categories · high
Benchmark evidence
27 results
agentic coding
| τ²-Bench | 20.8 % | independent | Artificial Analysis |
coding
| LiveCodeBench v6 implementation=artificial-analysis | 58.9 % | independent | Artificial Analysis | |
| SciCode | 28.9 % | independent | Artificial Analysis |
external indices
| Intelligence Index v4.1 | 9.7 points | independent | Artificial Analysis | |
| AA Math Index | 65.3 points | independent | Artificial Analysis |
human preference
| Coding (style control)older version arena=text · category=coding · style_control=true | 1412.3 1397.6–1427.1 | community | LMArena Leaderboard Dataset | |
| Industry Software And It Services (style control)older version arena=text · category=industry_software_and_it_services · style_control=true | 1406.1 1394.5–1417.7 | community | LMArena Leaderboard Dataset | |
| Hard Prompts English (style control)older version arena=text · category=hard_prompts_english · style_control=true | 1389.3 1375.8–1402.9 | community | LMArena Leaderboard Dataset | |
| English (style control)older version arena=text · category=english · style_control=true | 1371.9 1362.0–1381.9 | community | LMArena Leaderboard Dataset | |
| Hard Prompts (style control)older version arena=text · category=hard_prompts · style_control=true | 1366.0 1356.1–1376.0 | 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 | 1365.4 1347.1–1383.7 | 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 | 1347.3 1331.3–1363.4 | community | LMArena Leaderboard Dataset | |
| Overall (style control) arena=text · category=overall · style_control=true | 1346.4 1339.2–1353.7 | community | LMArena Leaderboard Dataset | |
| Longer Query (style control)older version arena=text · category=longer_query · style_control=true | 1325.6 1309.3–1341.9 | community | LMArena Leaderboard Dataset | |
| Instruction Following (style control)older version arena=text · category=instruction_following · style_control=true | 1317.5 1303.7–1331.2 | community | LMArena Leaderboard Dataset | |
| Multi Turn (style control)older version arena=text · category=multi_turn · style_control=true | 1317.5 1300.2–1334.7 | community | LMArena Leaderboard Dataset | |
| Non English (style control)older version arena=text · category=non_english · style_control=true | 1316.6 1306.8–1326.4 | community | LMArena Leaderboard Dataset | |
| Exclude Ties (style control)older version arena=text · category=exclude_ties · style_control=true | 1302.4 1292.1–1312.7 | 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 | 1279.2 1263.6–1294.8 | 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 | 1275.4 1258.3–1292.5 | community | LMArena Leaderboard Dataset | |
| Creative Writing (style control)older version arena=text · category=creative_writing · style_control=true | 1270.0 1249.5–1290.6 | community | LMArena Leaderboard Dataset |
knowledge science
| GPQA Diamond implementation=artificial-analysis | 65.7 % | independent | Artificial Analysis | |
| Humanity's Last Exam implementation=artificial-analysis | 6.3 % | independent | Artificial Analysis | |
| MMLU-Pro implementation=artificial-analysis | 77.7 % | independent | Artificial Analysis |
long context instruction
| AA-LCR | 15.0 % | independent | Artificial Analysis | |
| IFBench | 34.4 % | independent | Artificial Analysis |
reasoning math
| AIME year=2025 · implementation=artificial-analysis | 65.3 % | independent | Artificial Analysis |
Agent + model results
systems, not bare-model scores
| agent + model Artificial Analysis harness + Ling Flash 2.0 | Terminal-Bench Hard | 10.6 % | independent | Artificial Analysis |
These scores measure the whole agent system (scaffold, tools, budgets) — they are never merged into the bare model’s numbers.