Long-context Language Understanding on LongBench (17-Metric Performance Profile)
29.7NrtvQAStandard
Evaluation Results
| Method | Links | |||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| StandardBackbone=Mistral-7B-Instruct2024.10 | 29.7 | 40.5 | 53.4 | 50 | 29.1 | 32.9 | 34.9 | 25.4 | 27.7 | 76 | 89.1 | 47.3 | 5 | 98.5 | 60.4 | 62.1 | 47.6 | |
| LitTransBackbone=Mistral-7B-Instruct2024.10 | 29 | 41 | 53.6 | 50.5 | 27.5 | 32.3 | 34.8 | 25.4 | 27.3 | 76 | 89.3 | 47.3 | 6 | 97.5 | 59.9 | 61.3 | 47.4 | |
| SqueezeAtt.Backbone=Mistral-7B-Instruct2024.10 | 26.8 | 30.4 | 38.4 | 44.3 | 21 | 18.6 | 24.9 | 21 | 26.2 | 75.5 | 89.2 | 46.3 | 6.5 | 89 | 60.6 | 60.6 | 42.5 | |
| SqueezeAtt.Backbone=LLaMA-3-70B-Instruct2024.10 | 26.3 | 36.8 | 34 | 48.1 | 25 | 17.5 | 28 | 21.5 | 25.5 | 71.5 | 92.8 | 44.8 | 11.5 | 67 | 41.5 | 68.5 | 41.3 | |
| LitTransBackbone=LLaMA-3-70B-Instruct2024.10 | 25.8 | 44.3 | 46.9 | 49.3 | 29.4 | 20.8 | 28.4 | 22.1 | 26.9 | 74 | 92.3 | 43.9 | 11.5 | 68 | 43.6 | 69.8 | 43.6 | |
| StandardBackbone=LLaMA-3-70B-Instruct2024.10 | 25.6 | 46.4 | 51.4 | 49.8 | 28.8 | 28.7 | 32.2 | 22.4 | 27.6 | 73.5 | 92.9 | 45.7 | 12 | 68.5 | 41.6 | 69.7 | 44.8 | |
| StreamingBackbone=LLaMA-3-70B-Instruct2024.10 | 25.4 | 36.2 | 34.4 | 44.3 | 22.7 | 15 | 25.8 | 20.2 | 26.2 | 66.5 | 91.1 | 43.6 | 11.5 | 68 | 41.9 | 67.1 | 40 | |
| MiniCacheBackbone=LLaMA-3-70B-Instruct2024.10 | 25.1 | 45.2 | 38.4 | 46.2 | 24.9 | 17.8 | 29.1 | 22.3 | 27.1 | 71 | 86.7 | 41.3 | 10.1 | 67 | 35.6 | 54.4 | 40.1 | |
| StandardBackbone=LLaMA-3-8B-Instruct2024.10 | 23.4 | 32.8 | 39.6 | 44.7 | 22.2 | 20.1 | 28.8 | 23.3 | 27 | 73.5 | 90.6 | 41.9 | 3.6 | 72 | 58.1 | 51.3 | 40.8 | |
| LitTransBackbone=LLaMA-3-8B-Instruct2024.10 | 23.2 | 18.3 | 35.7 | 43.7 | 20.9 | 14.5 | 24.1 | 22.3 | 26 | 71 | 91.1 | 41.4 | 6.9 | 67 | 60.2 | 53.4 | 38.7 | |
| StreamingBackbone=Mistral-7B-Instruct2024.10 | 22.2 | 32.1 | 44.8 | 41.7 | 23 | 20.3 | 24.8 | 21.3 | 26 | 65 | 86.7 | 40.4 | 3.5 | 46 | 52.8 | 47.9 | 37.4 | |
| SqueezeAtt.Backbone=LLaMA-3-8B-Instruct2024.10 | 20 | 19.6 | 26.2 | 37.5 | 18.7 | 13.3 | 23.8 | 22 | 23.8 | 72.5 | 90 | 41.5 | 6.7 | 66 | 55.2 | 47.6 | 36.5 | |
| MiniCacheBackbone=Mistral-7B-Instruct2024.10 | 19.7 | 30.3 | 35.6 | 29.5 | 15.5 | 20.3 | 24.8 | 21.3 | 26 | 65 | 86.7 | 40.4 | 3.8 | 45.1 | 52.8 | 47.9 | 35.3 | |
| StreamingBackbone=LLaMA-3-8B-Instruct2024.10 | 19.5 | 17.5 | 26.1 | 36.4 | 16.1 | 12.1 | 22.8 | 21.4 | 25.4 | 66 | 86.4 | 40.1 | 3.5 | 70.7 | 59.7 | 54.2 | 36.1 | |
| StandardBackbone=LLaMA2-7B-chat2024.10 | 19.1 | 21.6 | 36.9 | 27.7 | 8.6 | 6.5 | 27.1 | 20.8 | 26 | 64 | 83.6 | 41.3 | 2.9 | 7.5 | 60.6 | 54.9 | 31.8 | |
| MiniCacheBackbone=LLaMA-3-8B-Instruct2024.10 | 17.4 | 10.9 | 18.4 | 11.5 | 6.7 | 15.9 | 23.8 | 20.1 | 25.5 | 74.5 | 84.5 | 37.4 | 3.2 | 64.1 | 48.5 | 45.3 | 31.7 | |
| SqueezeAtt.Backbone=LLaMA2-7B-chat2024.10 | 15.9 | 15.7 | 27 | 25.5 | 6.5 | 4.3 | 21.9 | 19.6 | 23.3 | 62 | 83.2 | 39.9 | 1.9 | 0.5 | 60 | 53.5 | 28.7 | |
| LitTransBackbone=LLaMA2-7B-chat2024.10 | 15.8 | 18.3 | 30.1 | 27.3 | 7 | 4.7 | 22.7 | 20.2 | 25.1 | 62 | 82.8 | 39.6 | 2.1 | 1.2 | 59.4 | 53.6 | 29.5 | |
| StreamingBackbone=LLaMA2-7B-chat2024.10 | 13.1 | 15.2 | 26.9 | 23.1 | 5.5 | 4.4 | 21.1 | 19.9 | 24.2 | 61 | 82.8 | 38.9 | 2.1 | 4 | 59 | 52.2 | 28.3 | |
| MiniCacheBackbone=LLaMA2-7B-chat2024.10 | 13.1 | 13.7 | 30.3 | 15.6 | 4.7 | 9.8 | 21.5 | 20.9 | 24.3 | 63 | 83.1 | 35.1 | 2.2 | 6.1 | 53.4 | 46.5 | 27.7 |