OpenBookQA (Multi-step Reasoning) by Kaggle | Other

About this Dataset

OpenBookQA (Multi-step Reasoning)

OpenBookQA: A New Dataset for Advanced Question-Answering

Multi-step Reasoning, Commonsense Knowledge, and Rich Text Comprehension

Source

Huggingface Hub: link

About this dataset

OpenBookQA aims to promote research in advanced question-answering, probing a deeper understanding of both the topic (with salient facts summarized as an open book, also provided with the dataset) and the language it is expressed in. In particular, it contains questions that require multi-step reasoning, use of additional common and commonsense knowledge, and rich text comprehension. OpenBookQA is a new kind of question-answering dataset modeled after open book exams for assessing human understanding of a subject.

With OpenBookQA, we hope to push the boundaries of what current QA models can do and advance the state-of-the-art in this field. In addition to providing a challenging benchmark for existing models, we hope that this dataset will encourage new model architectures that can better handle complex questions and reasoning

How to use the dataset

Research Ideas

Questions that require multi-step reasoning,

Use of additional common and commonsense knowledge,

Rich text comprehension

Acknowledgements

License

> License: CC0 1.0 Universal (CC0 1.0) - Public Domain Dedication
> No Copyright - You can copy, modify, distribute and perform the work, even for commercial purposes, all without asking permission. See Other Information.

Columns

File: main_test.csv

Column name	Description
question_stem	The column 'question_stem' contains the stem of the question. (String)
choices	The column 'choices' contains a list of answers to choose from. (List)
answerKey	The column 'answerKey' contains the index of the correct answer in the choices list. (Integer)

File: main_train.csv

Column name	Description
question_stem	The column 'question_stem' contains the stem of the question. (String)
choices	The column 'choices' contains a list of answers to choose from. (List)
answerKey	The column 'answerKey' contains the index of the correct answer in the choices list. (Integer)

File: additional_train.csv

Column name	Description
question_stem	The column 'question_stem' contains the stem of the question. (String)
choices	The column 'choices' contains a list of answers to choose from. (List)
answerKey	The column 'answerKey' contains the index of the correct answer in the choices list. (Integer)

File: additional_test.csv

Column name	Description
question_stem	The column 'question_stem' contains the stem of the question. (String)
choices	The column 'choices' contains a list of answers to choose from. (List)
answerKey	The column 'answerKey' contains the index of the correct answer in the choices list. (Integer)

File: additional_validation.csv

Column name	Description
question_stem	The column 'question_stem' contains the stem of the question. (String)
choices	The column 'choices' contains a list of answers to choose from. (List)
answerKey	The column 'answerKey' contains the index of the correct answer in the choices list. (Integer)

File: main_validation.csv

Column name	Description
question_stem	The column 'question_stem' contains the stem of the question. (String)
choices	The column 'choices' contains a list of answers to choose from. (List)
answerKey	The column 'answerKey' contains the index of the correct answer in the choices list. (Integer)

Tables

Additional Test

@kaggle.thedevastator_openbookqa_a_new_dataset_for_advanced_question_a.additional_test

61.18 KB
500 rows
4 columns


CREATE TABLE additional_test (
  "id" VARCHAR,
  "question_stem" VARCHAR,
  "choices" VARCHAR,
  "answerkey" VARCHAR
);

Additional Train

@kaggle.thedevastator_openbookqa_a_new_dataset_for_advanced_question_a.additional_train

541.2 KB
4957 rows
4 columns


CREATE TABLE additional_train (
  "id" VARCHAR,
  "question_stem" VARCHAR,
  "choices" VARCHAR,
  "answerkey" VARCHAR
);

Additional Validation

@kaggle.thedevastator_openbookqa_a_new_dataset_for_advanced_question_a.additional_validation

64.51 KB
500 rows
4 columns


CREATE TABLE additional_validation (
  "id" VARCHAR,
  "question_stem" VARCHAR,
  "choices" VARCHAR,
  "answerkey" VARCHAR
);

Main Test

@kaggle.thedevastator_openbookqa_a_new_dataset_for_advanced_question_a.main_test

61.18 KB
500 rows
4 columns


CREATE TABLE main_test (
  "id" VARCHAR,
  "question_stem" VARCHAR,
  "choices" VARCHAR,
  "answerkey" VARCHAR
);

Main Train

@kaggle.thedevastator_openbookqa_a_new_dataset_for_advanced_question_a.main_train

541.2 KB
4957 rows
4 columns


CREATE TABLE main_train (
  "id" VARCHAR,
  "question_stem" VARCHAR,
  "choices" VARCHAR,
  "answerkey" VARCHAR
);

Main Validation

@kaggle.thedevastator_openbookqa_a_new_dataset_for_advanced_question_a.main_validation

64.51 KB
500 rows
4 columns


CREATE TABLE main_validation (
  "id" VARCHAR,
  "question_stem" VARCHAR,
  "choices" VARCHAR,
  "answerkey" VARCHAR
);