| 1 | NVIDIA-Nemotron-3-Ultra-550B-A55B-BF16 | nvidia/NVIDIA-Nemotron-3-Ultra-550B-A55B-BF16 | nvidia | 61.9 | medium | Longbench v2 (≤ 1M) |
| 2 | NVIDIA-Nemotron-3-Ultra-550B-A55B-GGUF | nvidia/NVIDIA-Nemotron-3-Ultra-550B-A55B-BF16 | unsloth | 61.9 | medium | Longbench v2 (≤ 1M) |
| 3 | NVIDIA-Nemotron-3-Ultra-550B-A55B-NVFP4 | nvidia/NVIDIA-Nemotron-3-Ultra-550B-A55B-BF16 | unsloth | 61.9 | medium | Longbench v2 (≤ 1M) |
| 4 | MiMo-V2-Flash-GGUF | XiaomiMiMo/MiMo-V2-Flash | unsloth | 60.6 | medium | LongBench V2 |
| 5 | Nemotron-3-Nano-Omni-30B-A3B-Reasoning-NVFP4 | nvidia/Nemotron-3-Nano-Omni-30B-A3B-Reasoning-BF16 | nvidia | 46.1 | medium | MMlongBench Doc |
| 6 | Nemotron-3-Nano-Omni-30B-A3B-Reasoning-FP8 | nvidia/Nemotron-3-Nano-Omni-30B-A3B-Reasoning-BF16 | nvidia | 46.1 | medium | MMlongBench Doc |
| 7 | Nemotron-3-Nano-Omni-30B-A3B-Reasoning-BF16 | nvidia/Nemotron-3-Nano-Omni-30B-A3B-Reasoning-BF16 | nvidia | 46.1 | medium | MMlongBench Doc |
| 8 | NVIDIA-Nemotron-3-Nano-Omni-30B-A3B-Reasoning-GGUF | nvidia/Nemotron-3-Nano-Omni-30B-A3B-Reasoning-BF16 | unsloth | 46.1 | medium | MMlongBench Doc |
| 9 | NVIDIA-Nemotron-3-Nano-Omni-30B-A3B-Reasoning | nvidia/Nemotron-3-Nano-Omni-30B-A3B-Reasoning-BF16 | unsloth | 46.1 | medium | MMlongBench Doc |
| 10 | Kimi-VL-A3B-Thinking-2506 | moonshotai/Kimi-VL-A3B-Instruct | moonshotai | 42.8 | medium | MMLongBench-DOC (Acc) |
| 11 | DeepSeek-V4-Flash | deepseek-ai/DeepSeek-V4-Flash | deepseek-ai | 40.2 | medium | LongBench-V2 (EM) |
| 12 | DeepSeek-V4-Pro | deepseek-ai/DeepSeek-V4-Pro | deepseek-ai | 40.2 | medium | LongBench-V2 (EM) |
| 13 | DeepSeek-V4-Flash-DSpark | — | deepseek-ai | 40.2 | medium | LongBench-V2 (EM) |
| 14 | DeepSeek-V4-Flash-GGUF | deepseek-ai/DeepSeek-V4-Flash | unsloth | 40.2 | medium | LongBench-V2 (EM) |
| 15 | DeepSeek-V4-Flash | deepseek-ai/DeepSeek-V4-Flash | unsloth | 40.2 | medium | LongBench-V2 (EM) |
| 16 | DeepSeek-V4-Pro-DSpark | — | deepseek-ai | 40.2 | medium | LongBench-V2 (EM) |
| 17 | DeepSeek-V4-Pro | deepseek-ai/DeepSeek-V4-Pro | unsloth | 40.2 | medium | LongBench-V2 (EM) |
| 18 | Mistral-Small-3.1-24B-Instruct-2503 | mistralai/Mistral-Small-3.1-24B-Base-2503 | mistralai | 37.18 | low | RULER 32K | RULER 128K |
| 19 | Mistral-Small-3.1-24B-Instruct-2503-GGUF | mistralai/Mistral-Small-3.1-24B-Instruct-2503 | unsloth | 37.18 | low | RULER 32K | RULER 128K |
| 20 | Mistral-Small-3.1-24B-Instruct-2503-bnb-4bit | mistralai/Mistral-Small-3.1-24B-Instruct-2503 | unsloth | 37.18 | low | RULER 32K | RULER 128K |
| 21 | Mistral-Small-3.1-24B-Instruct-2503-unsloth-bnb-4bit | mistralai/Mistral-Small-3.1-24B-Instruct-2503 | unsloth | 37.18 | low | RULER 32K | RULER 128K |
| 22 | Mistral-Small-3.1-24B-Instruct-2503 | mistralai/Mistral-Small-3.1-24B-Instruct-2503 | unsloth | 37.18 | low | RULER 32K | RULER 128K |
| 23 | Mistral-Small-3.1-24B-Instruct-2503-GGUF | mistralai/Mistral-Small-3.1-24B-Base-2503 | Mungert | 37.18 | low | RULER 32K | RULER 128K |
| 24 | Ling-2.6-flash-base | inclusionAI/Ling-2.6-flash | inclusionAI | 33.4 | medium | LongBenchv2 |
| 25 | Ling-2.6-1T-base | inclusionAI/Ling-2.6-1T | inclusionAI | 30.02 | medium | LongBenchv2 |