metadata

license: unknown
task_categories:
  - text-classification
language:
  - en
pretty_name: sst2_cognitive-bias
size_categories:
  - 100K<n<1M
source_datasets:
  - sst2
dataset_info:
  features:
    - name: idx
      dtype: string
    - name: sentence
      dtype: string
    - name: label
      dtype: int64
    - name: few_shot_string
      dtype: string
    - name: few_shot_hard_string
      dtype: string
  splits:
    - name: test
      num_bytes: 202029990
      num_examples: 250000
  download_size: 33103505
  dataset_size: 202029990
splits:
  - name: test
configs:
  - config_name: default
    data_files:
      - split: test
        path: data/test-*

Dataset Card for sst2_cognitive-bias

This dataset is a modification of the original SST-2 dataset for LLM cognitive bias evaluation.

Language(s): English (en)

Dataset Structure

idx: original id in SST-2 dataset in the format \<partition\>_\<id\>.
sentence: test sentence.
few_shot_string: 4-shot string with examples from the original training split.
few_shot_hard_string: 5-shot string with the same examples as in few_shot_string, but with a neutral example inserted between the first and the last 2.

The modifications carried out in the dataset are thought to evaluate cognitive biases in a few-shot setting and with different task complexities. We make use of 25k instances from the original dataset, while the remaining ones serve as few-shot examples. Each instance is prompted with all possible unbalanced 4-shot distributions (few_shot_string), i.e. balanced distributions are not considered. We also increase task complexity by introducing an additional neutral example between the first and last two examples (few_shot_hard_string).

Citation

[In Press]

BibTeX:

[In Press]