| --- |
| license: mit |
| task_categories: |
| - text-generation |
| tags: |
| - code |
| configs: |
| - config_name: default |
| data_files: |
| - split: train |
| path: data/train-* |
| - split: val |
| path: data/val-* |
| dataset_info: |
| features: |
| - name: prompt |
| dtype: string |
| - name: output |
| sequence: string |
| splits: |
| - name: train |
| num_bytes: 1252371 |
| num_examples: 6015 |
| - name: val |
| num_bytes: 65996 |
| num_examples: 317 |
| download_size: 50645 |
| dataset_size: 1318367 |
| --- |
| |
| This is a dataset for CFG-based GflowNet development. |
| The ebnf style CFG for numbers are: |
|
|
| ``` |
| root ::= number_list |
| |
| number_list ::= number (number_list)? |
| |
| number ::= odd even | even odd |
| |
| even ::= "0," | "2," | "4," | "6," | "8," | "10," | "12," | "14," | "16," | "18," | "20," |
| |
| odd ::= "1," | "3," | "5," | "7," | "9," | "11," | "13," | "15," | "17," | "19," |
| |
| ``` |
|
|
| However, this CFG cannot satisfy all the requirments. The CFG give a chunk of numbers where the transition between chunks always failed to satisfy our requirment: |
|
|
| **Total correct ≤ Total grammar Agreed** |
|
|
| ~6332/100000 (how many correct numbers in CFG generated numbers) |
|
|
| So we need RL or Gflow to bridge the gap between CFG and the targets. |
