AlternateNumbers / README.md
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metadata
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.