Rankings / Anthropic
Claude 3.5 Sonnet 20241022
released 2024-10-22
BenchAtlas Index
as of 2026-07-14
base configuration
rank #308
6 families · 3 categories · medium
base configuration
rank #356
6 families · 3 categories · medium
Benchmark evidence
45 results
coding
| LiveCodeBench v5older version problems=279 · window_start=2024-08-01 | 37.2 % | independent | LiveCodeBench Leaderboard | |
| LiveCodeBench v6 problems=454 · window_start=2024-08-01 | 36.4 % | independent | LiveCodeBench Leaderboard |
external indices
| ECI | 134.3 points | independent | Epoch AI Benchmarking Hub |
human preference
| Coding (style control)older version arena=text · category=coding · style_control=true | 1434.8 1429.3–1440.3 | community | LMArena Leaderboard Dataset | |
| Industry Software And It Services (style control)older version arena=text · category=industry_software_and_it_services · style_control=true | 1407.4 1402.8–1412.0 | community | LMArena Leaderboard Dataset | |
| Hard Prompts English (style control)older version arena=text · category=hard_prompts_english · style_control=true | 1405.1 1399.8–1410.4 | community | LMArena Leaderboard Dataset | |
| Hard Prompts (style control)older version arena=text · category=hard_prompts · style_control=true | 1398.0 1393.7–1402.4 | community | LMArena Leaderboard Dataset | |
| Longer Query (style control)older version arena=text · category=longer_query · style_control=true | 1394.1 1388.4–1399.8 | community | LMArena Leaderboard Dataset | |
| French (style control)older version arena=text · category=french · style_control=true | 1389.3 1367.9–1410.7 | community | LMArena Leaderboard Dataset | |
| Multi Turn (style control)older version arena=text · category=multi_turn · style_control=true | 1388.0 1382.3–1393.8 | community | LMArena Leaderboard Dataset | |
| Polish (style control)older version arena=text · category=polish · style_control=true | 1383.7 1369.7–1397.7 | community | LMArena Leaderboard Dataset | |
| Industry Medicine And Healthcare (style control)older version arena=text · category=industry_medicine_and_healthcare · style_control=true | 1383.2 1373.3–1393.1 | community | LMArena Leaderboard Dataset | |
| English (style control)older version arena=text · category=english · style_control=true | 1382.7 1378.8–1386.6 | community | LMArena Leaderboard Dataset | |
| Industry Legal And Government (style control)older version arena=text · category=industry_legal_and_government · style_control=true | 1382.4 1373.5–1391.4 | community | LMArena Leaderboard Dataset | |
| German (style control)older version arena=text · category=german · style_control=true | 1379.0 1365.5–1392.5 | 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 | 1376.7 1370.9–1382.4 | 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 | 1375.8 1370.9–1380.7 | community | LMArena Leaderboard Dataset | |
| Russian (style control)older version arena=text · category=russian · style_control=true | 1373.0 1366.1–1380.0 | community | LMArena Leaderboard Dataset | |
| Overall (style control) arena=text · category=overall · style_control=true | 1373.0 1369.8–1376.1 | community | LMArena Leaderboard Dataset | |
| Instruction Following (style control)older version arena=text · category=instruction_following · style_control=true | 1372.3 1367.9–1376.7 | community | LMArena Leaderboard Dataset | |
| Creative Writing (style control)older version arena=text · category=creative_writing · style_control=true | 1369.5 1363.3–1375.7 | community | LMArena Leaderboard Dataset | |
| Expert (style control)older version arena=text · category=expert · style_control=true | 1368.9 1359.6–1378.3 | community | LMArena Leaderboard Dataset | |
| Chinese (style control)older version arena=text · category=chinese · style_control=true | 1365.8 1357.4–1374.2 | 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 | 1364.4 1358.8–1370.0 | community | LMArena Leaderboard Dataset | |
| Spanish (style control)older version arena=text · category=spanish · style_control=true | 1363.7 1343.7–1383.6 | community | LMArena Leaderboard Dataset | |
| Industry Mathematical (style control)older version arena=text · category=industry_mathematical · style_control=true | 1358.9 1352.0–1365.8 | community | LMArena Leaderboard Dataset | |
| Non English (style control)older version arena=text · category=non_english · style_control=true | 1356.6 1352.7–1360.5 | 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 | 1354.1 1347.7–1360.4 | community | LMArena Leaderboard Dataset | |
| Math (style control)older version arena=text · category=math · style_control=true | 1351.0 1344.4–1357.7 | community | LMArena Leaderboard Dataset | |
| Exclude Ties (style control)older version arena=text · category=exclude_ties · style_control=true | 1344.8 1340.4–1349.1 | community | LMArena Leaderboard Dataset | |
| Japanese (style control)older version arena=text · category=japanese · style_control=true | 1308.4 1294.2–1322.6 | community | LMArena Leaderboard Dataset | |
| Korean (style control)older version arena=text · category=korean · style_control=true | 1304.0 1285.4–1322.5 | community | LMArena Leaderboard Dataset |
knowledge science
| GPQA Diamond implementation=vals-ai | 59.3 % | independent | Vals AI | |
| GPQA Diamond | 55.3 % | independent | Epoch AI Benchmarking Hub 2025-01-27 | |
| MMLU-Pro implementation=vals-ai | 78.4 % | independent | Vals AI |
multimodal
| MMMU implementation=vals-ai | 68.8 % | independent | Vals AI |
professional
| CorpFin | 53.6 % | independent | Vals AI | |
| MedQA | 83.2 % | independent | Vals AI | |
| TaxEval | 70.2 % | independent | Vals AI |
reasoning math
| AIME implementation=vals-ai | 10.0 % | independent | Vals AI | |
| FrontierMath | 2.1 % | independent | Epoch AI Benchmarking Hub 2025-03-06 | |
| FrontierMath Tier 4older version | 0.0 % | independent | Epoch AI Benchmarking Hub 2025-07-01 | |
| MATH-500 implementation=vals-ai | 72.4 % | independent | Vals AI | |
| MATH Level 5 | 57.0 % | independent | Epoch AI Benchmarking Hub 2025-01-27 | |
| OTIS Mock AIME 2024–2025 | 8.5 % | independent | Epoch AI Benchmarking Hub 2025-02-25 |
Agent + model results
systems, not bare-model scores
| agent + model AgentScope + Claude 3.5 Sonnet 20241022 | SWE-bench Verified | 63.4 % | unverified | SWE-bench Leaderboard |
| agent + model EPAM AI/Run Developer Agent v20250219 + Claude 3.5 Sonnet 20241022 | SWE-bench Verified | 62.8 % | unverified | SWE-bench Leaderboard |
| agent + model CodeStory Midwit Agent + Claude 3.5 Sonnet 20241022 | SWE-bench Verified | 62.2 % | unverified | SWE-bench Leaderboard |
| agent + model Learn-by-interact + Claude 3.5 Sonnet 20241022 | SWE-bench Verified | 60.2 % | unverified | SWE-bench Leaderboard |
| agent + model EPAM AI/Run Developer Agent v20241212 + Claude 3.5 Sonnet 20241022 | SWE-bench Verified | 55.4 % | unverified | SWE-bench Leaderboard |
| agent + model devlo + Claude 3.5 Sonnet 20241022 | SWE-bench Verified | 54.2 % | unverified | SWE-bench Leaderboard |
| agent + model Engine Labs (2024-11-25) + Claude 3.5 Sonnet 20241022 | SWE-bench Verified | 51.8 % | unverified | SWE-bench Leaderboard |
| agent + model AutoCodeRover-v2.1 + Claude 3.5 Sonnet 20241022 | SWE-bench Verified | 51.6 % | unverified | SWE-bench Leaderboard |
| agent + model Isea + Claude 3.5 Sonnet 20241022 | SWE-bench Lite | 51.3 % | unverified | SWE-bench Leaderboard |
| agent + model Agentless-1.5 + Claude 3.5 Sonnet 20241022 | SWE-bench Verified | 50.8 % | unverified | SWE-bench Leaderboard |
| agent + model devlo + Claude 3.5 Sonnet 20241022 | SWE-bench Lite | 47.3 % | unverified | SWE-bench Leaderboard |
| agent + model AutoCodeRover-v2.0 + Claude 3.5 Sonnet 20241022 | SWE-bench Verified | 46.2 % | unverified | SWE-bench Leaderboard |
| agent + model KGCompass + Claude 3.5 Sonnet 20241022 | SWE-bench Lite | 46.0 % | unverified | SWE-bench Leaderboard |
| agent + model Kodu-v1 + Claude 3.5 Sonnet 20241022 | SWE-bench Lite | 44.7 % | unverified | SWE-bench Leaderboard |
| agent + model Lingxi + Claude 3.5 Sonnet 20241022 | SWE-bench Lite | 42.7 % | unverified | SWE-bench Leaderboard |
| agent + model OpenHands + Claude 3.5 Sonnet 20241022 | SWE-bench Lite | 41.7 % | community | SWE-bench Leaderboard |
| agent + model PatchKitty-0.9 + Claude 3.5 Sonnet 20241022 | SWE-bench Lite | 41.3 % | unverified | SWE-bench Leaderboard |
| agent + model OrcaLoca + Claude 3.5 Sonnet 20241022 | SWE-bench Lite | 41.0 % | unverified | SWE-bench Leaderboard |
| agent + model Agentless-1.5 + Claude 3.5 Sonnet 20241022 | SWE-bench Lite | 40.7 % | unverified | SWE-bench Leaderboard |
| agent + model EPAM AI/Run Developer Agent v20241029 + Claude 3.5 Sonnet 20241022 | SWE-bench Verified | 39.6 % | unverified | SWE-bench Leaderboard |
| agent + model Moatless Tools + Claude 3.5 Sonnet 20241022 | SWE-bench Lite | 39.0 % | community | SWE-bench Leaderboard |
| agent + model Patched.Codes Patchwork + Claude 3.5 Sonnet 20241022 | SWE-bench Lite | 37.0 % | unverified | SWE-bench Leaderboard |
| agent + model SWE-agent + Claude 3.5 Sonnet 20241022 | SWE-bench Verified | 33.6 % | community | SWE-bench Leaderboard |
| agent + model Kortix AI + Claude 3.5 Sonnet 20241022 | SWE-bench Lite | 30.0 % | community | SWE-bench Leaderboard |
| agent + model OpenHands + Claude 3.5 Sonnet 20241022 | SWE-bench Lite | 26.7 % | community | SWE-bench Leaderboard |
| agent + model Moatless Tools + Claude 3.5 Sonnet 20241022 | SWE-bench Lite | 26.7 % | community | SWE-bench Leaderboard |
| agent + model Agentless Lite + Claude 3.5 Sonnet 20241022 | SWE-bench Multimodal | 25.3 % | community | SWE-bench Leaderboard |
| agent + model AutoCodeRover-v2.0 + Claude 3.5 Sonnet 20241022 | SWE-bench (full test split) | 24.9 % | unverified | SWE-bench Leaderboard |
| agent + model SWE-agent + Claude 3.5 Sonnet 20241022 | SWE-bench Lite | 23.0 % | community | SWE-bench Leaderboard |
| agent + model SWE-agent + Claude 3.5 Sonnet 20241022 | SWE-bench (full test split) | 18.1 % | community | SWE-bench Leaderboard |
| agent + model SWE-agent Multimodal + Claude 3.5 Sonnet 20241022 | SWE-bench Multimodal | 11.4 % | community | SWE-bench Leaderboard |
| agent + model Agentless + Claude 3.5 Sonnet 20241022 | SWE-bench Multimodal | 6.2 % | community | SWE-bench Leaderboard |
| agent + model RAG + Claude 3.5 Sonnet 20241022 | SWE-bench Multimodal | 5.0 % | community | SWE-bench Leaderboard |
These scores measure the whole agent system (scaffold, tools, budgets) — they are never merged into the bare model’s numbers.
