Datasets:
Tasks:
Question Answering
Modalities:
Text
Sub-tasks:
closed-domain-qa
Languages:
English
Size:
1K - 10K
ArXiv:
License:
Convert dataset to Parquet
#4
by
davzoku
- opened
- README.md +81 -3
- dataset_infos.json +0 -212
- qasper.py +0 -152
- qasper/test-00000-of-00001.parquet +3 -0
- qasper/train-00000-of-00001.parquet +3 -0
- qasper/validation-00000-of-00001.parquet +3 -0
README.md
CHANGED
@@ -1,13 +1,10 @@
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---
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-
pretty_name: QASPER
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annotations_creators:
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- expert-generated
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language_creators:
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- expert-generated
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language:
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- en
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-
language_bcp47:
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-
- en-US
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license:
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- cc-by-4.0
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multilinguality:
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@@ -21,6 +18,87 @@ task_categories:
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task_ids:
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- closed-domain-qa
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paperswithcode_id: qasper
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---
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# Dataset Card for Qasper
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---
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annotations_creators:
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- expert-generated
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language_creators:
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- expert-generated
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language:
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- en
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license:
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- cc-by-4.0
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multilinguality:
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task_ids:
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- closed-domain-qa
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paperswithcode_id: qasper
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+
pretty_name: QASPER
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+
language_bcp47:
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+
- en-US
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+
dataset_info:
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+
config_name: qasper
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+
features:
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+
- name: id
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+
dtype: string
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+
- name: title
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+
dtype: string
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+
- name: abstract
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+
dtype: string
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+
- name: full_text
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+
sequence:
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+
- name: section_name
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+
dtype: string
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+
- name: paragraphs
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+
list: string
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+
- name: qas
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+
sequence:
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+
- name: question
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+
dtype: string
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+
- name: question_id
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+
dtype: string
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+
- name: nlp_background
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+
dtype: string
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+
- name: topic_background
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+
dtype: string
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+
- name: paper_read
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+
dtype: string
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+
- name: search_query
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+
dtype: string
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+
- name: question_writer
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+
dtype: string
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+
- name: answers
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sequence:
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+
- name: answer
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struct:
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+
- name: unanswerable
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+
dtype: bool
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+
- name: extractive_spans
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+
sequence: string
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+
- name: yes_no
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+
dtype: bool
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+
- name: free_form_answer
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+
dtype: string
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+
- name: evidence
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+
sequence: string
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+
- name: highlighted_evidence
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+
sequence: string
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+
- name: annotation_id
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+
dtype: string
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+
- name: worker_id
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+
dtype: string
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+
- name: figures_and_tables
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+
sequence:
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+
- name: caption
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+
dtype: string
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+
- name: file
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+
dtype: string
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+
splits:
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+
- name: train
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+
num_bytes: 28466446
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+
num_examples: 888
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+
- name: validation
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+
num_bytes: 9900193
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+
num_examples: 281
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+
- name: test
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+
num_bytes: 15488891
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+
num_examples: 416
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+
download_size: 26199265
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+
dataset_size: 53855530
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+
configs:
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+
- config_name: qasper
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+
data_files:
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+
- split: train
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path: qasper/train-*
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- split: validation
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path: qasper/validation-*
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- split: test
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path: qasper/test-*
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---
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# Dataset Card for Qasper
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dataset_infos.json
DELETED
@@ -1,212 +0,0 @@
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-
{
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-
"qasper": {
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-
"description": "A dataset containing 1585 papers with 5049 information-seeking questions asked by regular readers of NLP papers, and answered by a separate set of NLP practitioners.\n",
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-
"citation": "@inproceedings{Dasigi2021ADO,\n title={A Dataset of Information-Seeking Questions and Answers Anchored in Research Papers},\n author={Pradeep Dasigi and Kyle Lo and Iz Beltagy and Arman Cohan and Noah A. Smith and Matt Gardner},\n year={2021}\n}\n",
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-
"homepage": "https://allenai.org/data/qasper",
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-
"license": "CC BY 4.0",
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-
"features": {
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-
"id": {
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-
"dtype": "string",
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"id": null,
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-
"_type": "Value"
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-
},
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-
"title": {
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-
"dtype": "string",
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-
"id": null,
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-
"_type": "Value"
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-
},
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-
"abstract": {
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-
"dtype": "string",
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-
"id": null,
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-
"_type": "Value"
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-
},
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-
"full_text": {
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-
"feature": {
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-
"section_name": {
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-
"dtype": "string",
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-
"id": null,
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-
"_type": "Value"
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-
},
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-
"paragraphs": [
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-
{
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-
"dtype": "string",
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"id": null,
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-
"_type": "Value"
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}
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]
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},
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-
"length": -1,
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-
"id": null,
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"_type": "Sequence"
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},
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-
"qas": {
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-
"feature": {
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"question": {
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"dtype": "string",
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"id": null,
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"_type": "Value"
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},
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"question_id": {
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-
"dtype": "string",
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-
"id": null,
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"_type": "Value"
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-
},
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-
"nlp_background": {
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-
"dtype": "string",
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"id": null,
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"_type": "Value"
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-
},
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-
"topic_background": {
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-
"dtype": "string",
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-
"id": null,
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-
"_type": "Value"
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-
},
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-
"paper_read": {
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-
"dtype": "string",
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-
"id": null,
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"_type": "Value"
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-
},
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-
"search_query": {
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-
"dtype": "string",
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-
"id": null,
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"_type": "Value"
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-
},
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-
"question_writer": {
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-
"dtype": "string",
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"id": null,
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"_type": "Value"
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-
},
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-
"answers": {
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-
"feature": {
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-
"answer": {
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-
"unanswerable": {
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-
"dtype": "bool",
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-
"id": null,
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-
"_type": "Value"
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-
},
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-
"extractive_spans": {
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-
"feature": {
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-
"dtype": "string",
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-
"id": null,
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-
"_type": "Value"
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-
},
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-
"length": -1,
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-
"id": null,
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-
"_type": "Sequence"
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-
},
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-
"yes_no": {
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-
"dtype": "bool",
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-
"id": null,
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-
"_type": "Value"
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-
},
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-
"free_form_answer": {
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-
"dtype": "string",
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-
"id": null,
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-
"_type": "Value"
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-
},
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-
"evidence": {
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-
"feature": {
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-
"dtype": "string",
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-
"id": null,
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-
"_type": "Value"
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-
},
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-
"length": -1,
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"id": null,
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"_type": "Sequence"
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},
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"highlighted_evidence": {
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"feature": {
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"dtype": "string",
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-
"id": null,
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"_type": "Value"
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},
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"length": -1,
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"id": null,
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"_type": "Sequence"
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}
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},
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-
"annotation_id": {
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"dtype": "string",
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"id": null,
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"_type": "Value"
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},
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-
"worker_id": {
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"dtype": "string",
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-
"id": null,
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"_type": "Value"
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}
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},
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"length": -1,
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"id": null,
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"_type": "Sequence"
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-
}
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},
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"length": -1,
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"id": null,
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"_type": "Sequence"
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},
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-
"figures_and_tables": {
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-
"feature": {
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-
"caption": {
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"dtype": "string",
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"id": null,
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"_type": "Value"
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},
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"file": {
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-
"id": null,
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"_type": "Value"
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"length": -1,
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"id": null,
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"_type": "Sequence"
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}
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},
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-
"post_processed": null,
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-
"supervised_keys": null,
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-
"builder_name": "qasper",
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-
"config_name": "qasper",
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-
"version": {
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"version_str": "0.3.0",
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"description": null,
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"major": 0,
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"minor": 3,
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"patch": 0
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},
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"splits": {
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"train": {
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-
"name": "train",
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-
"num_bytes": 27277970,
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"num_examples": 888,
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"dataset_name": "qasper"
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"validation": {
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"name": "validation",
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"num_bytes": 9535330,
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"num_examples": 281,
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"dataset_name": "qasper"
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"test": {
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"name": "test",
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"num_bytes": 9535330,
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"dataset_name": "qasper"
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}
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},
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"download_checksums": {
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"https://qasper-dataset.s3.us-west-2.amazonaws.com/qasper-train-dev-v0.3.tgz": {
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"num_bytes": 10835856,
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"checksum": "a28fdf966db827bcee3d873107d6b6669864fb7ca8fbf73a192f5e39191bdb5a"
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},
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"https://qasper-dataset.s3.us-west-2.amazonaws.com/qasper-test-and-evaluator-v0.3.tgz": {
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"num_bytes": 3865061,
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"checksum": "72a52a41193e2838b8074f80ac074b94f956b84886c36a61c58a7df4171bdd72"
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},
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"download_size": 14700917,
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"post_processing_size": null,
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"dataset_size": 36813300,
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"size_in_bytes": 68556447
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-
}
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}
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qasper.py
DELETED
@@ -1,152 +0,0 @@
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# coding=utf-8
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# Copyright 2022 The TensorFlow Datasets Authors and the HuggingFace Datasets Authors.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
|
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# limitations under the License.
|
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# Lint as: python3
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"""Qasper: A Dataset of Information-Seeking Questions and Answers Anchored in Research Papers."""
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import json
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import datasets
|
23 |
-
|
24 |
-
|
25 |
-
logger = datasets.logging.get_logger(__name__)
|
26 |
-
|
27 |
-
|
28 |
-
_CITATION = """\
|
29 |
-
@inproceedings{Dasigi2021ADO,
|
30 |
-
title={A Dataset of Information-Seeking Questions and Answers Anchored in Research Papers},
|
31 |
-
author={Pradeep Dasigi and Kyle Lo and Iz Beltagy and Arman Cohan and Noah A. Smith and Matt Gardner},
|
32 |
-
year={2021}
|
33 |
-
}
|
34 |
-
"""
|
35 |
-
_LICENSE = "CC BY 4.0"
|
36 |
-
_DESCRIPTION = """\
|
37 |
-
A dataset containing 1585 papers with 5049 information-seeking questions asked by regular readers of NLP papers, and answered by a separate set of NLP practitioners.
|
38 |
-
"""
|
39 |
-
|
40 |
-
_HOMEPAGE = "https://allenai.org/data/qasper"
|
41 |
-
_URL_TRAIN_DEV = "https://qasper-dataset.s3.us-west-2.amazonaws.com/qasper-train-dev-v0.3.tgz"
|
42 |
-
_URL_TEST = "https://qasper-dataset.s3.us-west-2.amazonaws.com/qasper-test-and-evaluator-v0.3.tgz"
|
43 |
-
_DATA_FILES = {"train": "qasper-train-v0.3.json",
|
44 |
-
"dev": "qasper-dev-v0.3.json",
|
45 |
-
"test": "qasper-test-v0.3.json"}
|
46 |
-
|
47 |
-
_VERSION = "0.3.0"
|
48 |
-
|
49 |
-
|
50 |
-
class Qasper(datasets.GeneratorBasedBuilder):
|
51 |
-
"""Qasper: A Dataset of Information-Seeking Q&A Anchored in Research Papers."""
|
52 |
-
|
53 |
-
BUILDER_CONFIGS = [
|
54 |
-
datasets.BuilderConfig(
|
55 |
-
name="qasper",
|
56 |
-
version=datasets.Version(_VERSION),
|
57 |
-
description=_DESCRIPTION,
|
58 |
-
)
|
59 |
-
]
|
60 |
-
|
61 |
-
def _info(self):
|
62 |
-
|
63 |
-
features = datasets.Features(
|
64 |
-
{
|
65 |
-
"id": datasets.Value("string"),
|
66 |
-
"title": datasets.Value("string"),
|
67 |
-
"abstract": datasets.Value("string"),
|
68 |
-
"full_text": datasets.features.Sequence(
|
69 |
-
{
|
70 |
-
"section_name": datasets.Value("string"),
|
71 |
-
"paragraphs": [datasets.Value("string")],
|
72 |
-
}
|
73 |
-
),
|
74 |
-
"qas": datasets.features.Sequence(
|
75 |
-
{
|
76 |
-
"question": datasets.Value("string"),
|
77 |
-
"question_id": datasets.Value("string"),
|
78 |
-
"nlp_background": datasets.Value("string"),
|
79 |
-
"topic_background": datasets.Value("string"),
|
80 |
-
"paper_read": datasets.Value("string"),
|
81 |
-
"search_query": datasets.Value("string"),
|
82 |
-
"question_writer": datasets.Value("string"),
|
83 |
-
"answers": datasets.features.Sequence(
|
84 |
-
{
|
85 |
-
"answer": {
|
86 |
-
"unanswerable": datasets.Value("bool"),
|
87 |
-
"extractive_spans": datasets.features.Sequence(datasets.Value("string")),
|
88 |
-
"yes_no": datasets.Value("bool"),
|
89 |
-
"free_form_answer": datasets.Value("string"),
|
90 |
-
"evidence": datasets.features.Sequence(datasets.Value("string")),
|
91 |
-
"highlighted_evidence": datasets.features.Sequence(datasets.Value("string")),
|
92 |
-
},
|
93 |
-
"annotation_id": datasets.Value("string"),
|
94 |
-
"worker_id": datasets.Value("string"),
|
95 |
-
}
|
96 |
-
),
|
97 |
-
}
|
98 |
-
),
|
99 |
-
"figures_and_tables": datasets.features.Sequence(
|
100 |
-
{
|
101 |
-
"caption": datasets.Value("string"),
|
102 |
-
"file": datasets.Value("string"),
|
103 |
-
}
|
104 |
-
),
|
105 |
-
}
|
106 |
-
)
|
107 |
-
|
108 |
-
return datasets.DatasetInfo(
|
109 |
-
description=_DESCRIPTION,
|
110 |
-
features=features,
|
111 |
-
supervised_keys=None,
|
112 |
-
homepage=_HOMEPAGE,
|
113 |
-
license=_LICENSE,
|
114 |
-
citation=_CITATION,
|
115 |
-
)
|
116 |
-
|
117 |
-
def _split_generators(self, dl_manager):
|
118 |
-
archive_train_dev, archive_test = dl_manager.download((
|
119 |
-
_URL_TRAIN_DEV, _URL_TEST)
|
120 |
-
)
|
121 |
-
|
122 |
-
return [
|
123 |
-
datasets.SplitGenerator(
|
124 |
-
name=datasets.Split.TRAIN,
|
125 |
-
gen_kwargs={
|
126 |
-
"filepath": _DATA_FILES["train"],
|
127 |
-
"files": dl_manager.iter_archive(archive_train_dev)},
|
128 |
-
),
|
129 |
-
datasets.SplitGenerator(
|
130 |
-
name=datasets.Split.VALIDATION,
|
131 |
-
gen_kwargs={
|
132 |
-
"filepath": _DATA_FILES["dev"],
|
133 |
-
"files": dl_manager.iter_archive(archive_train_dev)},
|
134 |
-
),
|
135 |
-
datasets.SplitGenerator(
|
136 |
-
name=datasets.Split.TEST,
|
137 |
-
gen_kwargs={
|
138 |
-
"filepath": _DATA_FILES["test"],
|
139 |
-
"files": dl_manager.iter_archive(archive_test)},
|
140 |
-
),
|
141 |
-
]
|
142 |
-
|
143 |
-
def _generate_examples(self, filepath, files):
|
144 |
-
"""This function returns the examples in the raw (text) form."""
|
145 |
-
logger.info("generating examples from = %s", filepath)
|
146 |
-
for path, f in files:
|
147 |
-
if path == filepath:
|
148 |
-
qasper = json.loads(f.read().decode("utf-8"))
|
149 |
-
for id_ in qasper:
|
150 |
-
qasper[id_]["id"] = id_
|
151 |
-
yield id_, qasper[id_]
|
152 |
-
break
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
qasper/test-00000-of-00001.parquet
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:d9a528ef4296b1902f32abee24e2703ae8fd729771641c4e492b3ce465e2071e
|
3 |
+
size 7075110
|
qasper/train-00000-of-00001.parquet
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:6530eb46c6768883502c6c379469e2529589a5c19e0c6dc01e8a0b632b906007
|
3 |
+
size 14374787
|
qasper/validation-00000-of-00001.parquet
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:079fa59f523d1b4c7d441496e00fb4d40eed1103f691d2f7c5b548b3e71719e2
|
3 |
+
size 4749368
|