Long-context understanding on LongBench v1 (test)
49.6SD QALlama-3.1-8B
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Llama-3.1-8BBase Model=Llama-3.1-8B, Tokens=128k2025.05 | 49.6 | 50.9 | 31.2 | 69.4 | 60 | 53.5 | 53.8 | |
| TailorKV-2Base Model=Llama-3.1-8B, Tokens=64(+128)2025.05 | 49.3 | 50.5 | 29.4 | 68.7 | 58.1 | 53.3 | 52.9 | |
| PQCacheBase Model=Llama-3.1-8B, Tokens=1922025.05 | 48.4 | 49.5 | 27 | 67.3 | 56.3 | 53.6 | 51.7 | |
| TailorKV-1Base Model=Llama-3.1-8B, Tokens=64(+128)2025.05 | 48.2 | 50.9 | 29.2 | 68.1 | 58.3 | 53.4 | 52.6 | |
| QuestBase Model=Llama-3.1-8B, Tokens=1922025.05 | 40.1 | 46.9 | 20.7 | 61.6 | 48 | 52.4 | 46.2 | |
| TailorKV-1Base Model=Yi-9B, Tokens=64(+128)2025.05 | 38 | 44.3 | 27.3 | 60.2 | 66.3 | 24.3 | 44.7 | |
| Yi-9BBase Model=Yi-9B, Tokens=200k2025.05 | 36.6 | 44.7 | 28.8 | 60.6 | 69.6 | 35 | 47 | |
| TailorKV-2Base Model=Yi-9B, Tokens=64(+128)2025.05 | 35.6 | 43.5 | 27.3 | 60.1 | 66 | 23.5 | 44 | |
| SnapKVBase Model=Llama-3.1-8B, Tokens=1922025.05 | 35.2 | 48.1 | 20.2 | 56.5 | 52.8 | 52.5 | 45.2 | |
| TailorKV-1Base Model=Yi-6B, Tokens=64(+128)2025.05 | 32.5 | 15.4 | 1.4 | 49.7 | 55.9 | 4 | 28.3 | |
| TailorKV-2Base Model=Yi-6B, Tokens=64(+128)2025.05 | 32.5 | 15.3 | 1.5 | 49.1 | 56.4 | 4 | 28.2 | |
| PQCacheBase Model=Yi-9B, Tokens=1922025.05 | 32.4 | 41.6 | 19.2 | 58.6 | 64.4 | 27.8 | 42 | |
| Yi-6BBase Model=Yi-6B, Tokens=200k2025.05 | 32.4 | 15.3 | 1.3 | 49.9 | 69.8 | 9.5 | 29.7 | |
| PQCacheBase Model=Yi-6B, Tokens=1922025.05 | 30.4 | 14.5 | 0.6 | 48 | 55.8 | 4 | 27.3 | |
| QuestBase Model=Yi-9B, Tokens=1922025.05 | 29.2 | 37.9 | 15.4 | 57.5 | 59.6 | 25.7 | 39.1 | |
| QuestBase Model=Yi-6B, Tokens=1922025.05 | 26.5 | 12.5 | 0.3 | 46.9 | 51.9 | 8.5 | 26.2 | |
| StreamLLMBase Model=Llama-3.1-8B, Tokens=1922025.05 | 26.3 | 42.7 | 17.9 | 50 | 48.2 | 53.5 | 40.6 | |
| SnapKVBase Model=Yi-9B, Tokens=1922025.05 | 25 | 38.8 | 11.9 | 49 | 59.7 | 18.8 | 35 | |
| SnapKVBase Model=Yi-6B, Tokens=1922025.05 | 24.2 | 13 | 1.6 | 38.5 | 51.2 | 3.7 | 23.3 | |
| StreamLLMBase Model=Yi-9B, Tokens=1922025.05 | 21.3 | 33.6 | 11 | 44.1 | 51.8 | 14.7 | 30.6 | |
| StreamLLMBase Model=Yi-6B, Tokens=1922025.05 | 20 | 11.6 | 1.6 | 34 | 44.6 | 4 | 20.4 |