Instruction Tuning on MMLU, BBH, GSM, TydiQA, HumanEval, and AlpacaEval Suite
55.7MMLUAlpaca-GPT4
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Alpaca-GPT4Base Model=LLaMA-2-13B2024.02 | 55.7 | 46.6 | 30.5 | 48.1 | 40.8 | 46.5 | 44.7 | — | |
| SelectITBase Model=LLaMA-2-13B, External Model=false, External Data=false2024.02 | 55.7 | 48.9 | 33 | 54.1 | 42.2 | 48.8 | 47.1 | 2.4 | |
| Q2QBase Model=LLaMA-2-13B, External Model=false, External Data=false2024.02 | 55.3 | 48.5 | 32 | 50.8 | 41.3 | 47.3 | 45.9 | 1.2 | |
| Token-RBase Model=LLaMA-2-13B, External Model=false, External Data=false2024.02 | 55.3 | 47.3 | 30.5 | 51.3 | 39.8 | 46.2 | 45.1 | 0.4 | |
| Sentence-RBase Model=LLaMA-2-13B, External Model=false, External Data=false2024.02 | 55.2 | 48.3 | 31 | 52.2 | 42.5 | 46.3 | 45.9 | 1.2 | |
| Model-RBase Model=LLaMA-2-13B, External Model=false, External Data=false2024.02 | 55.1 | 47.5 | 31.5 | 52.3 | 40.2 | 46.1 | 45.5 | 0.8 | |
| LIMABase Model=LLaMA-2-13B, External Model=false, External Data=true2024.02 | 54.6 | 45.3 | 30.5 | 51.1 | 34.1 | 42.6 | 43 | -1.7 | |
| AlpaGasusBase Model=LLaMA-2-13B, External Model=true, External Data=false2024.02 | 54.1 | 47.3 | 31.5 | 50.6 | 41.3 | 46.3 | 45.2 | 0.5 | |
| Instruction MiningBase Model=LLaMA-2-13B2024.02 | 54.1 | 47.3 | 32.5 | 52.6 | 43.3 | 48.3 | 46.3 | 1.6 | |
| SelectITBase Model=LLaMA-2-7B, External Model=false, External Data=false2024.02 | 47.4 | 40.6 | 16.8 | 47.4 | 29.4 | 35.7 | 36.2 | 2.2 | |
| Model-RBase Model=LLaMA-2-7B, External Model=false, External Data=false2024.02 | 47.3 | 37.4 | 16.1 | 45.3 | 28.4 | 35.8 | 35.1 | 1 | |
| Instruction MiningBase Model=LLaMA-2-7B, External Model=true, External Data=false2024.02 | 47 | 39.6 | 16.5 | 47.1 | 28.6 | 34.4 | 35.5 | 1.5 | |
| Q2QBase Model=LLaMA-2-7B, External Model=false, External Data=false2024.02 | 46.9 | 39.4 | 15.3 | 46.7 | 28.2 | 35.7 | 35.4 | 1.3 | |
| Sentence-RBase Model=LLaMA-2-7B, External Model=false, External Data=false2024.02 | 46.9 | 38.1 | 16.1 | 48.4 | 26.9 | 35.3 | 35.3 | 1.2 | |
| Token-RBase Model=LLaMA-2-7B, External Model=false, External Data=false2024.02 | 46.8 | 36.5 | 14.5 | 44.6 | 28.9 | 35.5 | 34.5 | 0.4 | |
| Alpaca-GPT4Base Model=LLaMA-2-7B2024.02 | 46.5 | 38.4 | 15 | 43.4 | 26.8 | 34.2 | 34.1 | — | |
| AlpaGasusBase Model=LLaMA-2-7B, External Model=false, External Data=false2024.02 | 45.9 | 39 | 14.5 | 46.4 | 27.5 | 35.4 | 34.8 | 0.7 | |
| LIMABase Model=LLaMA-2-7B, External Model=false, External Data=true2024.02 | 45.4 | 37.5 | 14.3 | 45.1 | 24.6 | 33.1 | 33.3 | -0.7 |