notesum.ai
Published at November 12Unlocking Legal Knowledge with Multi-Layered Embedding-Based Retrieval
cs.AI
cs.IR
I.2.7
Released Date: November 12, 2024
Authors: João Alberto de Oliveira Lima1
Aff.: 1University of Brasília; Federal Senate of Brazil
![[Uncaptioned image]](https://arxiv.org/html/2411.07739v1/extracted/5990850/media/image7.png)
| Question | Total Retrieved Chunks | Total Chunk Tokens | ||
|---|---|---|---|---|
| ML | Flat | ML | Flat | |
| Q1. What are the foundations of the republic? | 19 | 7 | 2,502 | 3,110 |
| Q2. Talk about the social function of property. | 12 | 11 | 2,586 | 2,625 |
| Q3. What are the attributes of the vote? | 7 | 7 | 2,966 | 4,549 |
| Q4. How is tax revenue distributed? | 8 | 7 | 2,796 | 3,595 |
| Q5. What are the rights of children and teenagers? | 7 | 7 | 4,163 | 3,054 |
| Q6. What is assured to the jury? | 18 | 7 | 2,552 | 4,699 |
| Q7. How is the right to association given? | 20 | 7 | 2,230 | 2,093 |
| Q8. How is legal assistance characterized for those with insufficient funds? | 12 | 8 | 5,689 | 1,523 |