TaxEval v2
A Vals-created set of questions and responses to tax questions
114rows
scoreprimary metric
2026-05-28sampled
Metadata
Metrics
Score, Std. error (lower is better), Latency (lower is better), Cost per test (lower is better)
| Rank | Subject | Score | Model Match | Provenance | Sampled |
|---|---|---|---|---|---|
| 1 | Muse Spark | 77.678% | — | Imported | 2026-05-28 |
| 2 | Claude Sonnet 4.6 | 77.106% |  Claude Sonnet 4.6 anthropic-claude-sonnet-4.6 | Imported | 2026-05-28 |
| 3 | Claude Opus 4.6 Thinking | 75.961% | Claude Opus 4.6 anthropic-claude-opus-4.6 | Imported | 2026-05-28 |
| 4 | Grok 3 | 75.879% | Grok 3 xaigrok-3 | Imported | 2026-05-28 |
| 5 | GPT 5.2 2025-12-11 | 75.756% |  GPT-5.2 openai-gpt-5.2 | Imported | 2026-05-28 |
| 6 | Grok 4 Fast Reasoning | 75.697% | Grok 4 Fast x-ai-grok-4-fast | Imported | 2026-05-28 |
| 7 | Claude Opus 4.8 | 75.634% | Claude Opus 4.8 anthropic-claude-opus-4.8 | Imported | 2026-05-28 |
| 8 | Qwen 3.7 Max | 75.306% |  Qwen3.7 Max qwen-qwen3.7-max | Imported | 2026-05-28 |
| 9 | Claude Opus 4.7 | 75.266% | Claude Opus 4.7 anthropic-claude-opus-4.7 | Imported | 2026-05-28 |
| 10 | GPT 5 Mini 2025-08-07 | 75.225% | GPT-5 Mini openai-gpt-5-mini | Imported | 2026-05-28 |
| 11 | GPT 4.1 2025-04-14 | 75.061% | GPT-4.1 openai-gpt-4.1 | Imported | 2026-05-28 |
| 12 | GPT 5.5 | 74.98% | GPT-5.5 openai-gpt-5.5 | Imported | 2026-05-28 |
| 13 | GPT 5.1 2025-11-13 | 74.857% | GPT-5.1 openai-gpt-5.1 | Imported | 2026-05-28 |
| 14 | Claude Opus 4.5 20251101 Thinking | 74.856% | Claude Opus 4.5 anthropic-claude-opus-4.5 | Imported | 2026-05-28 |
| 15 | O4 Mini 2025-04-16 | 74.776% | o4 Mini openai-o4-mini | Imported | 2026-05-28 |
| 16 | Qwen 3.6 Plus | 74.734% | Qwen3.6 Plus qwen-qwen3.6-plus | Imported | 2026-05-28 |
| 17 | Kimi K2.6 Thinking | 74.652% | MoonshotAI: Kimi K2.6 moonshotai-kimi-k2.6 | Imported | 2026-05-28 |
| 18 | O3 2025-04-16 | 74.571% | o3 openai-o3 | Imported | 2026-05-28 |
| 19 | GPT 4O 2024-11-20 | 74.53% | GPT-4o (2024-11-20) openai-gpt-4o-2024-11-20 | Imported | 2026-05-28 |
| 20 | Gemini 3.5 Flash | 74.366% |  Gemini 3.5 Flash google-gemini-3.5-flash | Imported | 2026-05-28 |
| 21 | Claude Opus 4.5 20251101 | 74.325% | Claude Opus 4.5 anthropic-claude-opus-4.5 | Imported | 2026-05-28 |
| 22 | O1 2024-12-17 | 74.284% | o1 openai-o1 | Imported | 2026-05-28 |
| 23 | Kimi K2.5 Thinking | 74.202% | MoonshotAI: Kimi K2.5 moonshotai-kimi-k2.5 | Imported | 2026-05-28 |
| 24 | Grok 4.20 0309 Reasoning | 74.121% | Grok 4.20 x-ai-grok-4.20 | Imported | 2026-05-28 |
| 25 | Claude 3 7 Sonnet 20250219 Thinking | 74.039% | — | Imported | 2026-05-28 |
| 26 | Qwen 3 Max Preview | 73.958% | — | Imported | 2026-05-28 |
| 27 | GPT 5.4 2026-03-05 | 73.958% | GPT-5.4 openai-gpt-5.4 | Imported | 2026-05-28 |
| 28 | Gemini 3 Flash Preview | 73.876% | Gemini 3 Flash Preview google-gemini-3-flash-preview | Imported | 2026-05-28 |
| 29 | Claude Opus 4.1 20250805 Thinking | 73.672% | Claude Opus 4.1 anthropic-claude-opus-4.1 | Imported | 2026-05-28 |
| 30 | Qwen 3 Max | 73.508% | Qwen3 Max qwen-qwen3-max | Imported | 2026-05-28 |
| 31 | GPT 5.2025-08-07 | 73.385% | GPT-5 openai-gpt-5 | Imported | 2026-05-28 |
| 32 | Claude Sonnet 4.5 20250929 Thinking | 73.303% | Claude Sonnet 4.5 anthropic-claude-sonnet-4.5 | Imported | 2026-05-28 |
| 33 | Grok 4.1 Fast Reasoning | 73.14% | Grok 4.1 Fast x-ai-grok-4.1-fast | Imported | 2026-05-28 |
| 34 | Mistral Large 2512 | 73.058% |  Mistral: Mistral Large 3 2512 mistralai-mistral-large-2512 | Imported | 2026-05-28 |
| 35 | Grok 3 Mini Fast Low Reasoning | 72.976% | — | Imported | 2026-05-28 |
| 36 | Gemini 2.5 Pro Exp 03 25 | 72.894% | — | Imported | 2026-05-28 |
| 37 | Gemini 3.1 Pro Preview | 72.882% | Gemini 3.1 Pro Preview google-gemini-3.1-pro-preview | Imported | 2026-05-28 |
| 38 | Gemini 2.5 Flash Preview 09 2025 | 72.731% | — | Imported | 2026-05-28 |
| 39 | Gemini 3 Pro Preview | 72.568% | Gemini 3 google-gemini-3 | Imported | 2026-05-28 |
| 40 | Claude 3 7 Sonnet 20250219 | 72.404% | Claude 3.7 Sonnet anthropic-claude-3.7-sonnet | Imported | 2026-05-28 |
| 41 | Gemini 2.5 Flash Preview 09 2025 Thinking | 72.404% | — | Imported | 2026-05-28 |
| 42 | GLM 4.5 | 72.404% | GLM 4.5 z-ai-glm-4.5 | Imported | 2026-05-28 |
| 43 | DeepSeek R1 | 72.281% |  R1 deepseek-r1 | Imported | 2026-05-28 |
| 44 | Qwen 3.5 Flash | 72.158% | Qwen3.5-Flash qwen-qwen3.5-flash-02-23 | Imported | 2026-05-28 |
| 45 | DeepSeek V4 Pro | 72.077% | DeepSeek V4 Pro deepseek-deepseek-v4-pro | Imported | 2026-05-28 |
| 46 | Claude Sonnet 4.20250514 Thinking | 71.995% | — | Imported | 2026-05-28 |
| 47 | Claude Opus 4.20250514 | 71.914% | Claude Opus 4 anthropic-claude-opus-4 | Imported | 2026-05-28 |
| 48 | GPT 4.1 Mini 2025-04-14 | 71.914% | GPT-4.1 Mini openai-gpt-4.1-mini | Imported | 2026-05-28 |
| 49 | Gemini 3.1 Flash Lite Preview | 71.79% | Gemini 3.1 Flash Lite Preview google-gemini-3.1-flash-lite-preview | Imported | 2026-05-28 |
| 50 | Kimi K2 Thinking | 71.709% | MoonshotAI: Kimi K2 Thinking moonshotai-kimi-k2-thinking | Imported | 2026-05-28 |
| 51 | GPT Oss 120B | 71.586% | gpt-oss-120b openai-gpt-oss-120b | Imported | 2026-05-28 |
| 52 | Grok 4 Fast Non Reasoning | 71.581% | Grok 4 Fast x-ai-grok-4-fast | Imported | 2026-05-28 |
| 53 | Claude Opus 4.1 20250805 | 71.464% | Claude Opus 4.1 anthropic-claude-opus-4.1 | Imported | 2026-05-28 |
| 54 | Qwen 3.6 27B | 71.26% | Qwen3.6 27B qwen-qwen3.6-27b | Imported | 2026-05-28 |
| 55 | GPT 5.4 Mini 2026-03-17 | 71.218% | GPT-5.4 Mini openai-gpt-5.4-mini | Imported | 2026-05-28 |
| 56 | GLM 5.1 Thinking | 71.194% | GLM 5.1 z-ai-glm-5.1 | Imported | 2026-05-28 |
| 57 | Gemini 2.5 Flash Preview 04 17 | 71.178% | — | Imported | 2026-05-28 |
| 58 | Grok 3 Mini Fast High Reasoning | 71.136% | — | Imported | 2026-05-28 |
| 59 | GPT 4O 2024-08-06 | 71.136% | GPT-4o (2024-08-06) openai-gpt-4o-2024-08-06 | Imported | 2026-05-28 |
| 60 | DeepSeek V3 0324 | 71.096% | DeepSeek V3 0324 deepseek-deepseek-chat-v3-0324 | Imported | 2026-05-28 |
| 61 | Grok 4.3 | 70.81% | Grok 4.3 x-ai-grok-4.3 | Imported | 2026-05-28 |
| 62 | Qwen 3 235B A22b | 70.646% | Qwen3 235B A22B qwen-qwen3-235b-a22b | Imported | 2026-05-28 |
| 63 | Gemini 2.5 Flash Preview 04 17 Thinking | 70.524% | — | Imported | 2026-05-28 |
| 64 | Mistral Medium 2505 | 70.319% | — | Imported | 2026-05-28 |
| 65 | Kimi K2 Instruct | 70.196% | MoonshotAI: Kimi K2 0711 moonshotai-kimi-k2 | Imported | 2026-05-28 |
| 66 | Claude 3 5 Sonnet 20241022 | 70.156% | Claude 3.5 Sonnet anthropic-claude-3.5-sonnet | Imported | 2026-05-28 |
| 67 | GLM 5 Thinking | 70.033% | GLM 5 z-ai-glm-5 | Imported | 2026-05-28 |
| 68 | Gemini 2.0 Flash Thinking Exp 01 21 | 69.788% | — | Imported | 2026-05-28 |
| 69 | Claude Sonnet 4.20250514 | 69.624% | Claude Sonnet 4 anthropic-claude-sonnet-4 | Imported | 2026-05-28 |
| 70 | O3 Mini 2025-01-31 | 69.42% | o3-mini openai-o3-mini | Imported | 2026-05-28 |
| 71 | GLM 4.7 | 68.766% | GLM 4.7 z-ai-glm-4.7 | Imported | 2026-05-28 |
| 72 | DeepSeek V3P2 Thinking | 68.152% | — | Imported | 2026-05-28 |
| 73 | Gemini 2.0 Pro Exp 02 05 | 68.152% | — | Imported | 2026-05-28 |
| 74 | MiniMax M2.5 Lightning | 68.152% | — | Imported | 2026-05-28 |
| 75 | Mistral Medium 3.5 | 67.988% | Mistral: Mistral Medium 3.5 mistralai-mistral-medium-3-5 | Imported | 2026-05-28 |
| 76 | DeepSeek V3 | 67.907% | DeepSeek V3 deepseek-deepseek-chat | Imported | 2026-05-28 |
| 77 | Gemini 2.0 Flash Exp | 67.744% | — | Imported | 2026-05-28 |
| 78 | Claude Haiku 4.5 20251001 Thinking | 67.539% | Claude Haiku 4.5 anthropic-claude-haiku-4.5 | Imported | 2026-05-28 |
| 79 | GPT 5.4 Nano 2026-03-17 | 67.416% | GPT-5.4 Nano openai-gpt-5.4-nano | Imported | 2026-05-28 |
| 80 | GPT 5 Nano 2025-08-07 | 67.376% | GPT-5 Nano openai-gpt-5-nano | Imported | 2026-05-28 |
| 81 | Grok 2.1212 | 67.048% | — | Imported | 2026-05-28 |
| 82 | Llama4 Maverick Instruct Basic | 66.558% | — | Imported | 2026-05-28 |
| 83 | MiniMax M2.7 | 66.558% |  MiniMax M2.7 minimax-minimax-m2.7 | Imported | 2026-05-28 |
| 84 | MiniMax M2.1 | 66.353% | MiniMax M2.1 minimax-minimax-m2.1 | Imported | 2026-05-28 |
| 85 | GLM 4.6 | 66.235% | GLM 4.6 z-ai-glm-4.6 | Imported | 2026-05-28 |
| 86 | Gemini 2.5 Flash Lite Preview 09 2025 | 66.231% | Gemini 2.5 Flash Lite Preview 09-2025 google-gemini-2.5-flash-lite-preview-09-2025 | Imported | 2026-05-28 |
| 87 | Gemini 2.0 Flash 001 | 65.25% | Gemini 2.0 Flash google-gemini-2.0-flash | Imported | 2026-05-28 |
| 88 | Grok 4.0709 | 65.086% | Grok 4 x-ai-grok-4 | Imported | 2026-05-28 |
| 89 | Gemini 2.5 Flash Lite Preview 09 2025 Thinking | 64.718% | — | Imported | 2026-05-28 |
| 90 | Mistral Large 2411 | 63.778% | Mistral Large 2411 mistralai-mistral-large-2411 | Imported | 2026-05-28 |
| 91 | Llama 3.3 Nemotron Super 49B V1 42e84561 Thinking | 63.736% | — | Imported | 2026-05-28 |
| 92 | GPT Oss 20B | 63.696% | gpt-oss-20b openai-gpt-oss-20b | Imported | 2026-05-28 |
| 93 | Magistral Medium 2509 | 61.938% | — | Imported | 2026-05-28 |
| 94 | Grok 4.1 Fast Non Reasoning | 61.856% | Grok 4.1 Fast x-ai-grok-4.1-fast | Imported | 2026-05-28 |
| 95 | Command A 03 2025 | 61.366% | Command A cohere-command-a | Imported | 2026-05-28 |
| 96 | Jamba Large 1.6 | 60.875% | — | Imported | 2026-05-28 |
| 97 | Meta Llama 3.1 405B Instruct Turbo | 60.875% | — | Imported | 2026-05-28 |
| 98 | GPT 4.1 Nano 2025-04-14 | 60.752% | GPT-4.1 Nano openai-gpt-4.1-nano | Imported | 2026-05-28 |
| 99 | GPT 4O Mini 2024-07-18 | 60.548% | GPT-4o-mini (2024-07-18) openai-gpt-4o-mini-2024-07-18 | Imported | 2026-05-28 |
| 100 | Magistral Small 2509 | 60.302% | — | Imported | 2026-05-28 |
| 101 | Llama 3.3 Nemotron Super 49B V1 42e84561 | 60.22% | — | Imported | 2026-05-28 |
| 102 | Gemini 1.5 Pro 002 | 59.485% | — | Imported | 2026-05-28 |
| 103 | Llama 3.3 70B Instruct Turbo | 59.444% | — | Imported | 2026-05-28 |
| 104 | Mistral Small 2503 | 58.3% | — | Imported | 2026-05-28 |
| 105 | Jamba 1.5 Large | 58.176% | — | Imported | 2026-05-28 |
| 106 | Claude 3 5 Haiku 20241022 | 57.359% | — | Imported | 2026-05-28 |
| 107 | Meta Llama 3.1 70B Instruct Turbo | 56.174% | — | Imported | 2026-05-28 |
| 108 | Llama 4 Scout 17B 16E Instruct | 55.192% |  Llama 4 Scout meta-llama-llama-4-scout | Imported | 2026-05-28 |
| 109 | Command A Plus 05 2026 | 52.82% | — | Imported | 2026-05-28 |
| 110 | Mistral Small 2402 | 49.142% | — | Imported | 2026-05-28 |
| 111 | Gemini 1.5 Flash 002 | 48.202% | — | Imported | 2026-05-28 |
| 112 | Jamba Mini 1.6 | 44.604% | — | Imported | 2026-05-28 |
| 113 | Jamba 1.5 Mini | 41.864% | — | Imported | 2026-05-28 |
| 114 | Meta Llama 3.1 8B Instruct Turbo | 32.338% | — | Imported | 2026-05-28 |
No matching rows.