Rankings / Google
Gemini 3.1 Flash Lite Preview
proprietaryreleased 2026-03-03
BenchAtlas Index
as of 2026-07-14
base configuration
rank #279
10 families · 6 categories · high
high effort
rank #287
8 families · 4 categories · medium
Benchmark evidence
52 results
agentic coding
| τ²-Bench | 31.3 % | independent | Artificial Analysis | |
| τ²-Bench subset=banking | 8.7 % | independent | Artificial Analysis |
coding
| SciCode | 41.9 % | independent | Artificial Analysis |
external indices
| AA Coding Index | 34.7 points | independent | Artificial Analysis | |
| Intelligence Index v4.1 | 25.0 points | independent | Artificial Analysis | |
| Vals Index | high effort | 36.2 points | independent | Vals AI |
factuality
| MASK contamination=Potential contamination warning: This model was evaluated after the public release of MASK, allowing model builder access to the prompts and solutions. | 48.4 % 47.5–49.3 | independent | Scale Labs |
human preference
| Chinese (style control)older version arena=text · category=chinese · style_control=true | 1477.9 1466.5–1489.4 | community | LMArena Leaderboard Dataset | |
| Coding (style control)older version arena=text · category=coding · style_control=true | 1457.3 1451.3–1463.2 | community | LMArena Leaderboard Dataset | |
| Industry Medicine And Healthcare (style control)older version arena=text · category=industry_medicine_and_healthcare · style_control=true | 1455.5 1445.8–1465.1 | community | LMArena Leaderboard Dataset | |
| Industry Software And It Services (style control)older version arena=text · category=industry_software_and_it_services · style_control=true | 1453.8 1448.5–1459.0 | community | LMArena Leaderboard Dataset | |
| Polish (style control)older version arena=text · category=polish · style_control=true | 1452.3 1435.3–1469.2 | 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 | 1450.8 1444.0–1457.6 | community | LMArena Leaderboard Dataset | |
| French (style control)older version arena=text · category=french · style_control=true | 1447.8 1431.9–1463.8 | community | LMArena Leaderboard Dataset | |
| Hard Prompts (style control)older version arena=text · category=hard_prompts · style_control=true | 1444.0 1439.3–1448.6 | community | LMArena Leaderboard Dataset | |
| Expert (style control)older version arena=text · category=expert · style_control=true | 1443.0 1434.1–1451.9 | community | LMArena Leaderboard Dataset | |
| Hard Prompts English (style control)older version arena=text · category=hard_prompts_english · style_control=true | 1441.0 1435.3–1446.7 | community | LMArena Leaderboard Dataset | |
| Industry Legal And Government (style control)older version arena=text · category=industry_legal_and_government · style_control=true | 1440.3 1431.0–1449.6 | community | LMArena Leaderboard Dataset | |
| Math (style control)older version arena=text · category=math · style_control=true | 1438.3 1427.8–1448.8 | community | LMArena Leaderboard Dataset | |
| Spanish (style control)older version arena=text · category=spanish · style_control=true | 1437.4 1422.2–1452.5 | community | LMArena Leaderboard Dataset | |
| Multi Turn (style control)older version arena=text · category=multi_turn · style_control=true | 1437.2 1430.5–1443.9 | community | LMArena Leaderboard Dataset | |
| Russian (style control)older version arena=text · category=russian · style_control=true | 1435.2 1427.1–1443.3 | community | LMArena Leaderboard Dataset | |
| German (style control)older version arena=text · category=german · style_control=true | 1434.2 1414.2–1454.2 | community | LMArena Leaderboard Dataset | |
| Industry Mathematical (style control)older version arena=text · category=industry_mathematical · style_control=true | 1433.2 1422.0–1444.3 | community | LMArena Leaderboard Dataset | |
| English (style control)older version arena=text · category=english · style_control=true | 1432.9 1428.0–1437.8 | community | LMArena Leaderboard Dataset | |
| Overall (style control) arena=text · category=overall · style_control=true | 1431.6 1427.9–1435.4 | community | LMArena Leaderboard Dataset | |
| Longer Query (style control)older version arena=text · category=longer_query · style_control=true | 1427.5 1422.0–1432.9 | community | LMArena Leaderboard Dataset | |
| Exclude Ties (style control)older version arena=text · category=exclude_ties · style_control=true | 1426.1 1421.1–1431.2 | community | LMArena Leaderboard Dataset | |
| Japanese (style control)older version arena=text · category=japanese · style_control=true | 1424.8 1398.1–1451.4 | community | LMArena Leaderboard Dataset | |
| Non English (style control)older version arena=text · category=non_english · style_control=true | 1424.7 1419.9–1429.4 | 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 | 1420.0 1413.6–1426.5 | 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 | 1420.0 1413.9–1426.1 | community | LMArena Leaderboard Dataset | |
| Creative Writing (style control)older version arena=text · category=creative_writing · style_control=true | 1412.4 1405.2–1419.5 | community | LMArena Leaderboard Dataset | |
| Instruction Following (style control)older version arena=text · category=instruction_following · style_control=true | 1406.3 1400.8–1411.8 | community | LMArena Leaderboard Dataset | |
| Korean (style control)older version arena=text · category=korean · style_control=true | 1402.9 1382.6–1423.2 | 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 | 1402.7 1396.3–1409.2 | community | LMArena Leaderboard Dataset |
knowledge science
| GPQA Diamond implementation=artificial-analysis | 82.2 % | independent | Artificial Analysis | |
| GPQA Diamond implementation=vals-ai | high effort | 81.1 % | independent | Vals AI |
| Humanity's Last Exam implementation=artificial-analysis | 16.2 % | independent | Artificial Analysis | |
| Humanity's Last Exam contamination=Potential contamination warning: This model was evaluated after the public release of HLE, allowing model builder access to the prompts and solutions. · implementation=scale | 8.6 % 7.5–9.7 | independent | Scale Labs | |
| MMLU-Pro implementation=vals-ai | high effort | 86.2 % | independent | Vals AI |
long context instruction
| AA-LCR | 65.3 % | independent | Artificial Analysis | |
| IFBench | 77.2 % | independent | Artificial Analysis | |
| MultiChallenge | 60.6 % 60.2–61.0 | independent | Scale Labs |
multimodal
| MMMU implementation=vals-ai | high effort | 82.5 % | independent | Vals AI |
| VISTA | 46.9 % 44.2–49.7 | independent | Scale Labs |
professional
| CaseLaw | high effort | 55.0 % | independent | Vals AI |
| CorpFin | high effort | 59.4 % | independent | Vals AI |
| LegalBench | high effort | 83.8 % | independent | Vals AI |
| TaxEval | high effort | 71.8 % | independent | Vals AI |
reasoning math
| AIME implementation=vals-ai | high effort | 83.3 % | independent | Vals AI |
| EnigmaEval contamination=Potential contamination warning: This model was evaluated after the public release of EnigmaEval, allowing model builder access to the prompts and solutions. | 3.0 % 2.1–4.0 | independent | Scale Labs |
Agent + model results
systems, not bare-model scores
| agent + model Artificial Analysis harness + Gemini 3.1 Flash Lite Preview | Terminal-Bench 2.1 | 31.1 % | independent | Artificial Analysis |
| agent + model Artificial Analysis harness + Gemini 3.1 Flash Lite Preview | Terminal-Bench Hard | 24.2 % | independent | Artificial Analysis |
These scores measure the whole agent system (scaffold, tools, budgets) — they are never merged into the bare model’s numbers.
