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- name: index
dtype: uint16
- name: start
dtype: uint32
- name: end
dtype: uint32
- name: references
list:
- name: index
dtype: uint16
- name: start
dtype: uint32
- name: end
dtype: uint32
- name: authors
list: string
- name: year
dtype: uint16
- name: fields_of_study
list: string
- name: referenced
list:
- name: id
dtype: uint64
- name: s2orc_id
dtype: uint64
- name: mag_id
dtype: uint64
- name: doi
dtype: string
- name: title
dtype: string
- name: hierarchy
list:
- name: title_path
list: string
- name: paragraphs
list:
list:
- name: title_path
list: string
- name: text
dtype: string
- name: citations
list:
- name: index
dtype: uint16
- name: start
dtype: uint32
- name: end
dtype: uint32
- name: references
list:
- name: index
dtype: uint16
- name: start
dtype: uint32
- name: end
dtype: uint32
- name: authors
list: string
- name: year
dtype: uint16
- name: fields_of_study
list: string
- name: citations
list: uint64
- name: bibliography
list:
- name: id
dtype: uint64
- name: title
dtype: string
- name: year
dtype: uint16
- name: authors
list: string
- name: non_plaintext_content
list:
- name: type
dtype: string
- name: description
dtype: string
- name: bibliography
list:
- name: id
dtype: uint64
- name: title
dtype: string
- name: year
dtype: uint16
- name: authors
list: string
- name: non_plaintext_content
list:
- name: type
dtype: string
- name: description
dtype: string
splits:
- name: train
num_bytes: 9282753320
num_examples: 91445
- name: validation
num_bytes: 92733072
num_examples: 1127
- name: test
num_bytes: 150033159
num_examples: 1878
download_size: 4510853841
dataset_size: 9525519551
configs:
- config_name: abstracts
data_files:
- split: train
path: abstracts/train-*
- split: validation
path: abstracts/validation-*
- split: test
path: abstracts/test-*
- config_name: abstracts_with_greedy_oracle_target_sentences
data_files:
- split: train
path: abstracts_with_greedy_oracle_target_sentences/train-*
- split: validation
path: abstracts_with_greedy_oracle_target_sentences/validation-*
- split: test
path: abstracts_with_greedy_oracle_target_sentences/test-*
- config_name: default
data_files:
- split: train
path: data/train-*
- split: validation
path: data/validation-*
- split: test
path: data/test-*
- config_name: flattened_sections
data_files:
- split: train
path: flattened_sections/train-*
- split: validation
path: flattened_sections/validation-*
- split: test
path: flattened_sections/test-*
- config_name: greedy_oracle_paragraphs
data_files:
- split: train
path: greedy_oracle_paragraphs/train-*
- split: validation
path: greedy_oracle_paragraphs/validation-*
- split: test
path: greedy_oracle_paragraphs/test-*
- config_name: greedy_oracle_per_input_doc_paragraphs
data_files:
- split: train
path: greedy_oracle_per_input_doc_paragraphs/train-*
- split: validation
path: greedy_oracle_per_input_doc_paragraphs/validation-*
- split: test
path: greedy_oracle_per_input_doc_paragraphs/test-*
- config_name: greedy_oracle_per_input_doc_sentences
data_files:
- split: train
path: greedy_oracle_per_input_doc_sentences/train-*
- split: validation
path: greedy_oracle_per_input_doc_sentences/validation-*
- split: test
path: greedy_oracle_per_input_doc_sentences/test-*
- config_name: greedy_oracle_sentences
data_files:
- split: train
path: greedy_oracle_sentences/train-*
- split: validation
path: greedy_oracle_sentences/validation-*
- split: test
path: greedy_oracle_sentences/test-*
OARelatedWork
OARelatedWork is a large-scale multi-document summarization dataset for related work generation containing whole related work sections and full-texts of cited papers. The dataset includes 94 450 papers and 5 824 689 unique referenced papers.
| Split | Samples |
|---|---|
| Train | 91,445 |
| Validation | 1,127 |
| Test | 1,878 |
Fields
- id - id from our corpus
- s2orc_id - SemanticScholar id
- mag_id - Microsoft Academic Graph id
- DOI - Might be DOI for another version of document than the one used for processing.
- title - title of publication
- abstract - list of paragraphs in an abstract, every paragraph is a list of sentences
- related_work - The target related work section. The format differs according to used configuration.
- hierarchy - Document body, but the abstract and related work section. The format differs according to used configuration.
- authors - authors of publication
- year - year of publication
- fields_of_study - list of fields of study
- referenced - List of referenced document. Each referenced document has the same fields, but the abstract, related_work, and referenced field are missing. All references have the abstract section as a first section in hierarchy.
- bibliography - document bibliography
- non_plaintext_content - tables and figures
Structure
We provide multiple dataset configurations to make working with this dataset as simple as possible. Also, by the time this dataset is released, it is not possible to use hierarchical structures, which we use to represent document content. Thus, we used several workarounds, such as flattening the hierarchy or using a JSON representation of hierarchy.
We divide a document content into sections, subsections, paragraphs, and sentences. Not all documents have full text and subsections.
Flattened hierarchy
The hierarchy is flattened on section level. meaning that it is a list of (sub)sections. Each(sub)section is represented by list of titles on tree path to given section and list of paragraphs in given (sub)section. Each paragraph is represented as a list of sentences. Every sentence also contains metadata such as citation spans.
Configurations
oa_related_work
uses JSON format to represent hierarchy
abstracts
provides just abstracts of cited papers, hierarchy of target paper is flattened
flattened_sections
hierarchy is flattened, see the Flattened hierarchy section above
greedy oracle based configurations
These configurations provide filtered content using greedy oracle. Since the greedy oracle is a cheating baseline, use these with care.
greedy_oracle_sentences
Each referenced document is represented by sentences that are in greedy extractive oracle summary. It is using same format as flattened_sections.
greedy_oracle_paragraphs
Each referenced document is represented by paragraphs that contain sentences that are in greedy extractive oracle summary. It is using same format as flattened_sections.
greedy_oracle_per_input_doc_sentences
Each referenced document is represented by sentences that are in greedy extractive oracle summary done on each document separately. It is using same format as flattened_sections.
greedy_oracle_per_input_doc_paragraphs
Each referenced document is represented by paragraphs that contain sentences that are in greedy extractive oracle summary done on each document separately. It is using same format as flattened_sections.
abstracts_with_greedy_oracle_target_sentences
Same as abstracts, but target is greedy oracle summary of target document. Target document is the one for which the related work is generated for.
I don't want to use Hugging Face loader
We also provide our custom loader that is available at https://github.com/KNOT-FIT-BUT/OAPapersLoader.
TUI Viewer
We provide a TUI viewer with the dataset (https://github.com/KNOT-FIT-BUT/OAPapersViewer), as it is difficult to navigate data of this kind, especially when one wants to investigate the content of cited papers.
Sources
The dataset contains open access papers obtained from CORE and SemanticScholar corpora. These corpora contain third party content and materials, such as open access works from publicly available sources. In addition to the licenses of those organizations (ODC-By, CC BY-NC), any underlying Third Party Content may be subject to separate license terms by the respective third party owner. We made the best effort to provide identifiers (title, authors, year, DOI, or SemanticScholar ID) of collected papers to allow the user of this dataset to check the license.