Vectara HHEM leaderboard — Vectara leaderboard, summary-length metric column (not accuracy)
| # | Model | Vendor | Best score | Runs | Last seen |
|---|---|---|---|---|---|
| 1 | Phi 4 Mini Instruct | Microsoft | 420.2 | 2 | 2026-06-19 |
| 2 | GPT-5.1 | OpenAI | 254.4 | 4 | 2026-08-10 |
| 3 | Ministral 8B 2410 | Mistral | 196 | 1 | 2026-05-02 |
| 4 | GPT-5.2 | OpenAI | 186.3 | 4 | 2026-06-22 |
| 5 | Grok 4 Fast | SpaceXAI | 173.9 | 2 | 2026-05-02 |
| 6 | finix_s1_32b | antgroup | 172.4 | 1 | 2026-05-02 |
| 7 | GPT-5 mini | OpenAI | 169.7 | 1 | 2026-05-02 |
| 8 | Ministral 3B 2410 | Mistral | 167.9 | 1 | 2026-05-02 |
| 9 | GPT-5 | OpenAI | 162.7 | 4 | 2026-08-10 |
| 10 | DeepSeek-V4-Pro | DeepSeek | 153.8 | 1 | 2026-06-29 |
| 11 | Claude Opus 4.7 | Anthropic | 149.1 | 1 | 2026-05-02 |
| 12 | Mercury 2 | Inception | 149.1 | 1 | 2026-05-02 |
| 13 | GPT-5.4 Pro | OpenAI | 148.5 | 1 | 2026-05-02 |
| 14 | Claude Sonnet 4 | Anthropic | 145.8 | 1 | 2026-05-02 |
| 15 | Claude Sonnet 4-20250514 (no thinking) | Anthropic | 145.8 | 1 | 2026-06-20 |
| 16 | GPT-5.4 nano | OpenAI | 144.4 | 1 | 2026-05-02 |
| 17 | Mistral Medium 3.1 (Non-Reasoning) | Mistral | 142.9 | 2 | 2026-06-23 |
| 18 | Ministral 3 8B | Mistral | 139.4 | 1 | 2026-05-02 |
| 19 | Claude Opus 4.6 | Anthropic | 137.6 | 1 | 2026-05-02 |
| 20 | Llama 4 Scout | Meta | 137.3 | 1 | 2026-05-02 |
| 21 | MiniMax M2.5 | MiniMax | 137.2 | 1 | 2026-05-02 |
| 22 | Jamba Mini 1.7 2025-07 | AI21 | 136.4 | 1 | 2026-05-02 |
| 23 | Ministral 3 14B | Mistral | 135.8 | 1 | 2026-05-02 |
| 24 | GPT OSS 120B | OpenAI | 135.2 | 1 | 2026-05-02 |
| 25 | MiniMax M2.7 | MiniMax | 131.9 | 1 | 2026-05-02 |
| 26 | Granite 3.3 8B Instruct | IBM | 131.4 | 1 | 2026-05-02 |
| 27 | o4-mini | OpenAI | 130.9 | 2 | 2026-05-02 |
| 28 | GPT-5.5 | OpenAI | 129.6 | 1 | 2026-05-02 |
| 29 | Claude Opus 4.1 | Anthropic | 129.1 | 2 | 2026-06-18 |
| 30 | Claude Sonnet 4.5 | Anthropic | 127.8 | 2 | 2026-05-30 |
| 31 | o3-pro | OpenAI | 127.4 | 1 | 2026-05-02 |
| 32 | Jamba Large 1.7 2025-07 | AI21 | 124.8 | 1 | 2026-05-02 |
| 33 | Claude 4 Opus | Anthropic | 123.2 | 2 | 2026-06-20 |
| 34 | Phi 4 | Microsoft | 120.9 | 1 | 2026-05-02 |
| 35 | Trinity Large Thinking | Arcee AI | 117.3 | 1 | 2026-05-02 |
| 36 | Kimi K2.6 | Moonshot | 116.7 | 1 | 2026-05-12 |
| 37 | Qwen3 32B | Alibaba | 115.8 | 1 | 2026-05-02 |
| 38 | Claude Haiku 4.5 | Anthropic | 115.1 | 1 | 2026-05-02 |
| 39 | Claude Sonnet 4.6 | Anthropic | 114.7 | 1 | 2026-05-02 |
| 40 | Claude Opus 4.5 | Anthropic | 114.5 | 2 | 2026-06-20 |
| 41 | Mistral Large 3 | Mistral | 112.7 | 1 | 2026-05-02 |
| 42 | c4ai-aya-expanse-32b | Cohere | 112.7 | 1 | 2026-05-02 |
| 43 | Kimi K2.5 | Moonshot | 112 | 1 | 2026-05-02 |
| 44 | Qwen3 14B | Alibaba | 111.1 | 1 | 2026-05-02 |
| 45 | Jamba Mini 2 | AI21 | 109.4 | 1 | 2026-05-02 |
| 46 | Gemini 3.1 Pro | 107.7 | 1 | 2026-05-02 | |
| 47 | Granite 4.0 H Small | IBM | 107.4 | 2 | 2026-06-19 |
| 48 | MiniMax M2.1 | MiniMax | 106.9 | 1 | 2026-05-02 |
| 49 | Gemini 2.5 Pro | 106.4 | 1 | 2026-05-02 | |
| 50 | Llama 4 Maverick 17B 128E Instruct FP8 | Meta | 106 | 1 | 2026-05-02 |
| 51 | GPT-5 nano | OpenAI | 105.7 | 2 | 2026-06-18 |
| 52 | Qwen3 235B A22B | Alibaba | 105.6 | 1 | 2026-05-02 |
| 53 | Qwen3 4B | Alibaba | 104.7 | 1 | 2026-05-02 |
| 54 | NVIDIA Nemotron 3 Nano 30B A3B | NVIDIA | 104.2 | 1 | 2026-05-02 |
| 55 | Gemini 3 Pro | 101.9 | 1 | 2026-05-02 | |
| 56 | Command A 03-2025 | Cohere | 101.7 | 1 | 2026-05-02 |
| 57 | Gemini 2.5 Flash | 101.5 | 1 | 2026-05-02 | |
| 58 | Nova Micro (Non-Reasoning) | Amazon | 100 | 1 | 2026-05-02 |
| 59 | Grok 4.1 Fast | SpaceXAI | 99.5 | 2 | 2026-05-02 |
| 60 | Mistral Small 3 (Non-Reasoning) | Mistral | 98.8 | 1 | 2026-05-02 |
| 61 | Gemma 3 27B | 96.4 | 1 | 2026-05-02 | |
| 62 | Grok 3 | SpaceXAI | 95.9 | 2 | 2026-06-19 |
| 63 | Gemini 2.5 Flash Lite | 95.7 | 1 | 2026-05-02 | |
| 64 | Qwen3.5 Flash | Alibaba | 95 | 1 | 2026-05-02 |
| 65 | Qwen3.5 35B A3B | Alibaba | 94.9 | 2 | 2026-05-04 |
| 66 | Qwen3.5 27B | Alibaba | 94.4 | 1 | 2026-05-02 |
| 67 | Nova 2.0 Lite | Amazon | 94.1 | 1 | 2026-05-02 |
| 68 | DeepSeek-R1 | DeepSeek | 93.5 | 1 | 2026-05-02 |
| 69 | Qwen3.5 Plus 02.15 | Alibaba | 92.1 | 1 | 2026-05-02 |
| 70 | Nova Lite (Non-Reasoning) | Amazon | 91.8 | 1 | 2026-05-02 |
| 71 | GPT-4.1 | OpenAI | 91.7 | 1 | 2026-05-02 |
| 72 | Command R+ (Apr '24) | Cohere | 91.5 | 1 | 2026-05-02 |
| 73 | Gemini 3 Flash Preview | 90.2 | 1 | 2026-05-02 | |
| 74 | Gemma 3 12B | 89.7 | 1 | 2026-05-02 | |
| 75 | c4ai-aya-expanse-8b | Cohere | 88.2 | 1 | 2026-05-02 |
| 76 | GPT-4o | OpenAI | 86.6 | 1 | 2026-05-02 |
| 77 | Qwen3.5 122B A10B | Alibaba | 86.4 | 1 | 2026-05-02 |
| 78 | Mistral Large 2.1 | Mistral | 85 | 1 | 2026-05-02 |
| 79 | Qwen3 8B | Alibaba | 83.6 | 1 | 2026-05-02 |
| 80 | GPT-5.4 | OpenAI | 81.7 | 1 | 2026-05-02 |
| 81 | DeepSeek-V3 | DeepSeek | 81.7 | 1 | 2026-05-02 |
| 82 | Arctic Instruct | Snowflake | 81.4 | 1 | 2026-05-02 |
| 83 | Gemma 3 4B | 77.4 | 1 | 2026-05-02 | |
| 84 | GLM-4.6 | Z.ai | 77.2 | 1 | 2026-05-02 |
| 85 | Gemma 4 31B | 75.8 | 1 | 2026-05-02 | |
| 86 | GLM-5 | Z.ai | 74.4 | 1 | 2026-05-02 |
| 87 | GLM-4.7-Flash | Z.ai | 71.8 | 1 | 2026-05-02 |
| 88 | Qwen3 Next 80B A3B | Alibaba | 70.9 | 1 | 2026-05-02 |
| 89 | GLM-4.5-Air | Z.ai | 70.6 | 1 | 2026-05-02 |
| 90 | GLM-4.7 | Z.ai | 70.6 | 1 | 2026-05-02 |
| 91 | Gemma 4 26B A4B IT | 67.1 | 1 | 2026-05-02 | |
| 92 | Nova Pro (Non-Reasoning) | Amazon | 66.2 | 1 | 2026-05-02 |
| 93 | Llama 3.3 70B Instruct | Meta | 64.6 | 1 | 2026-05-02 |
| 94 | DeepSeek-V3.2-Exp | DeepSeek | 64.6 | 1 | 2026-05-02 |
| 95 | DeepSeek-V3.1 | DeepSeek | 63.7 | 1 | 2026-05-02 |
| 96 | Gemini 3.1 Flash Lite Preview | 62.6 | 1 | 2026-05-02 | |
| 97 | DeepSeek-V3.2 | DeepSeek | 62 | 1 | 2026-05-02 |
| 98 | Kimi K2 (Non-Reasoning) | Moonshot | 59.2 | 1 | 2026-06-20 |
| 99 | Kimi K2 (Reasoning) | Moonshot | 59.2 | 1 | 2026-05-02 |
| 100 | Kimi K2 Instruct | Moonshot | 59.2 | 1 | 2026-07-06 |
Best tracked score per model (default configuration; source-attributed and verification-tiered). Open a model for its full benchmark surface, provenance and pricing.