| language: | |
| - en | |
| 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. |