notesum.ai
Published at November 13Towards Optimizing a Retrieval Augmented Generation using Large Language Model on Academic Data
cs.AI
Released Date: November 13, 2024
Authors: Anum Afzal1, Juraj Vladika1, Gentrit Fazlija1, Andrei Staradubets1, Florian Matthes1
Aff.: 1Technical University of Munich, Germany
| Model | er | cpr | icl | icl-er | mq-er | mq-cpr | mq-cpr-icl | mq-icl-er | |
|---|---|---|---|---|---|---|---|---|---|
| Llama 2 7B | de | 8.64 | 8.64 | 8.64 | 7.41 | 13.58 | 13.58 | 13.58 | 13.58 |
| en | 43.21 | 43.21 | 43.21 | 43.21 | 53.09 | 53.09 | 53.09 | 53.09 | |
| Llama 2 13B | de | 28.40 | 28.40 | 28.40 | 28.40 | 34.57 | 34.57 | 34.57 | 34.57 |
| en | 50.62 | 50.62 | 50.62 | 50.62 | 55.56 | 55.56 | 55.56 | 55.56 | |
| GPT 3.5 | de | 56.79 | 56.79 | 58.02 | 55.56 | 66.67 | 64.20 | 70.37 | 65.43 |
| en | 44.44 | 41.98 | 41.98 | 43.21 | 46.91 | 44.44 | 45.68 | 45.68 | |
| GPT-4 | de | 61.73 | 61.73 | 61.73 | 61.73 | 69.14 | 66.67 | 65.43 | 66.67 |
| en | 65.43 | 66.67 | 66.67 | 66.67 | 75.31 | 72.84 | 72.84 | 72.84 | |
| Mistral 7B | de | 39.51 | 39.51 | 39.51 | 39.51 | 48.15 | 51.85 | 51.85 | 49.38 |
| en | 51.85 | 51.85 | 53.09 | 51.85 | 56.79 | 56.79 | 56.79 | 56.79 |