Long-context Reasoning on LongBench V2 (DocMath, Frames, LB-MQA Test)
66.7DocMath ScoreQwen3-30B-A3B-Thinking + SPELL
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Qwen3-30B-A3B-Thinking + SPELLModel Category=Reasoning Models, Input Length=100K2025.09 | 66.7 | 68.1 | 78.4 | 50.5 | 65.9 | |
| Qwen3-30B-A3B-Instruct + SPELLModel Category=Instruct Models, Input Length=100K2025.09 | 64.9 | 63.7 | 74.8 | 48.7 | 63 | |
| Qwen3-4B-Thinking + SPELLModel Category=Reasoning Models, Input Length=100K2025.09 | 64.8 | 60.6 | 72.4 | 43 | 60.2 | |
| Qwen3-30B-A3B-Instruct + RLVRModel Category=Instruct Models, Input Length=100K2025.09 | 64 | 62 | 72.4 | 47.4 | 61.5 | |
| Qwen3-30B-A3B-Thinking + RLVRModel Category=Reasoning Models, Input Length=100K2025.09 | 63.9 | 67.1 | 77.2 | 49.6 | 64.5 | |
| Qwen3-30B-A3B-ThinkingModel Category=Reasoning Models, Input Length=100K2025.09 | 63.8 | 65.8 | 77.9 | 46.7 | 63.6 | |
| Qwen2.5-32B-Instruct + SPELLModel Category=Instruct Models, Input Length=100K2025.09 | 63.3 | 62 | 74.1 | 40.8 | 60.1 | |
| Qwen3-4B-Thinking + RLVRModel Category=Reasoning Models, Input Length=100K2025.09 | 63.3 | 58.6 | 71.1 | 43.4 | 59.1 | |
| Qwen2.5-32B-InstructModel Category=Instruct Models, Input Length=100K2025.09 | 63 | 49.4 | 61.5 | 36.2 | 52.5 | |
| Qwen3-30B-A3B-InstructModel Category=Instruct Models, Input Length=100K2025.09 | 63 | 57.8 | 70.3 | 44.1 | 58.8 | |
| Qwen3-4B-ThinkingModel Category=Reasoning Models, Input Length=100K2025.09 | 61.4 | 59.2 | 70.9 | 40.7 | 58.1 | |
| R1-Distill-Qwen-14B + SPELLModel Category=Reasoning Models, Input Length=100K2025.09 | 61.1 | 62.8 | 75.7 | 37.9 | 59.4 | |
| R1-Distill-Qwen-14B + RLVRModel Category=Reasoning Models, Input Length=100K2025.09 | 61 | 63.8 | 76 | 35.9 | 59.2 | |
| Qwen2.5-32B + SPELLModel Category=Base Models, Input Length=100K2025.09 | 60.6 | 52.2 | 62.3 | 34.3 | 52.4 | |
| Qwen2.5-14B-Instruct + SPELLModel Category=Instruct Models, Input Length=100K2025.09 | 60.1 | 63.9 | 74.8 | 40.1 | 59.7 | |
| Qwen2.5-32B-Instruct + RLVRModel Category=Instruct Models, Input Length=100K2025.09 | 59.7 | 62.3 | 69.6 | 36.9 | 57.1 | |
| R1-Distill-Qwen-14BModel Category=Reasoning Models, Input Length=100K2025.09 | 59.5 | 60.6 | 73.3 | 33.3 | 56.7 | |
| Qwen2.5-32B + RLVRModel Category=Base Models, Input Length=100K2025.09 | 57.5 | 49.9 | 60.1 | 32.7 | 50.1 | |
| Qwen2.5-14B + SPELLModel Category=Base Models, Input Length=100K2025.09 | 56.8 | 53 | 63.2 | 31.2 | 51.1 | |
| Qwen2.5-14B-InstructModel Category=Instruct Models, Input Length=100K2025.09 | 56.7 | 52.4 | 64.2 | 36.6 | 52.5 | |
| Qwen2.5-14B-Instruct + RLVRModel Category=Instruct Models, Input Length=100K2025.09 | 56.7 | 59.9 | 73.4 | 38.5 | 57.1 | |
| Qwen2.5-14B + RLVRModel Category=Base Models, Input Length=100K2025.09 | 53.2 | 52.1 | 64.2 | 30.5 | 50 | |
| R1-Distill-Llama-8B + SPELLModel Category=Reasoning Models, Input Length=100K2025.09 | 49.2 | 54.3 | 70 | 29.3 | 50.7 | |
| R1-Distill-Llama-8B + RLVRModel Category=Reasoning Models, Input Length=100K2025.09 | 45.4 | 54 | 68 | 28.3 | 48.9 | |
| Qwen2.5-7B-Instruct + SPELLModel Category=Instruct Models, Input Length=100K2025.09 | 44.5 | 48.2 | 60.7 | 32.4 | 46.5 | |
| Qwen2.5-7B-Instruct + RLVRModel Category=Instruct Models, Input Length=100K2025.09 | 44.1 | 48.6 | 57.4 | 28.2 | 44.6 | |
| Qwen2.5-7B + RLVRModel Category=Base Models, Input Length=100K2025.09 | 42.7 | 40.3 | 49.2 | 26 | 39.6 | |
| R1-Distill-Llama-8BModel Category=Reasoning Models, Input Length=100K2025.09 | 41.5 | 52.6 | 69.3 | 26.4 | 47.5 | |
| Qwen2.5-32BModel Category=Base Models, Input Length=100K2025.09 | 40.7 | 42.2 | 50.1 | 28.7 | 40.4 | |
| Qwen2.5-7B + SPELLModel Category=Base Models, Input Length=100K2025.09 | 39.9 | 40.1 | 50.8 | 28.2 | 39.8 | |
| Llama3.1-8B-Instruct + SPELLModel Category=Instruct Models, Input Length=100K2025.09 | 39.7 | 50.8 | 60.9 | 26.2 | 44.4 | |
| Qwen2.5-7B-InstructModel Category=Instruct Models, Input Length=100K2025.09 | 39.4 | 41.4 | 44.5 | 28.4 | 38.4 | |
| Llama3.1-8B-Instruct + RLVRModel Category=Instruct Models, Input Length=100K2025.09 | 36.9 | 47.6 | 57.2 | 26.1 | 42 | |
| Qwen2.5-14BModel Category=Base Models, Input Length=100K2025.09 | 36.2 | 37.5 | 43.3 | 27.5 | 36.1 | |
| Llama3.1-8B-InstructModel Category=Instruct Models, Input Length=100K2025.09 | 34.9 | 47.3 | 53.5 | 27.1 | 40.7 | |
| Qwen2.5-7BModel Category=Base Models, Input Length=100K2025.09 | 16.1 | 24.2 | 31.2 | 22.7 | 23.6 |