README.md

metadata

annotations_creators:
  - crowdsourced
  - expert-generated
  - machine-generated
language_creators:
  - found
language:
  - en
license:
  - mit
multilinguality:
  - monolingual
size_categories:
  - 100K<n<1M
  - 1K<n<10K
source_datasets:
  - original
task_categories:
  - token-classification
task_ids: []
paperswithcode_id: numeric-fused-head
pretty_name: Numeric Fused Heads
tags:
  - fused-head-identification
dataset_info:
  - config_name: identification
    features:
      - name: tokens
        sequence: string
      - name: start_index
        dtype: int32
      - name: end_index
        dtype: int32
      - name: label
        dtype:
          class_label:
            names:
              '0': neg
              '1': pos
    splits:
      - name: train
        num_bytes: 22290345
        num_examples: 165606
      - name: test
        num_bytes: 68282
        num_examples: 500
      - name: validation
        num_bytes: 2474528
        num_examples: 18401
    download_size: 24407520
    dataset_size: 24833155
  - config_name: resolution
    features:
      - name: tokens
        sequence: string
      - name: line_indices
        sequence: int32
      - name: head
        sequence: string
      - name: speakers
        sequence: string
      - name: anchors_indices
        sequence: int32
    splits:
      - name: train
        num_bytes: 19766437
        num_examples: 7412
      - name: test
        num_bytes: 2743071
        num_examples: 1000
      - name: validation
        num_bytes: 2633549
        num_examples: 1000
    download_size: 24923403
    dataset_size: 25143057
config_names:
  - identification
  - resolution

Dataset Card for Numeric Fused Heads

Table of Contents

• Dataset Description
  • Dataset Summary
  • Supported Tasks and Leaderboards
  • Languages
• Dataset Structure
  • Data Instances
  • Data Fields
  • Data Splits
• Dataset Creation
  • Curation Rationale
  • Source Data
  • Annotations
  • Personal and Sensitive Information
• Considerations for Using the Data
  • Social Impact of Dataset
  • Discussion of Biases
  • Other Known Limitations
• Additional Information
  • Dataset Curators
  • Licensing Information
  • Citation Information
  • Contributions

Dataset Description

• Homepage: The Numeric Fused-Head demo
• Repository: Github Repo
• Paper: Where’s My Head? Definition, Dataset and Models for Numeric Fused-Heads Identification and Resolution
• Leaderboard: NLP Progress
• Point of Contact: Yanai Elazar, Yoav Goldberg

Dataset Summary

[More Information Needed]

Supported Tasks and Leaderboards

• Numeric Fused Head Identification
• Numeric Fused Head Resolution

Languages

English

Dataset Structure

Data Instances

Identification

{
    "tokens": ["It", "’s", "a", "curious", "thing", ",", "the", "death", "of", "a", "loved", "one", "."]
    "start_index": 11
    "end_index": 12
    "label": 1
}

Resolution

{
    "tokens": ["I", "'m", "eighty", "tomorrow", ".", "Are", "you", "sure", "?"],
    "line_indices": [0, 0, 0, 0, 0, 1, 1, 1, 1],
    "head": ["AGE"],
    "speakers": ["John Doe", "John Doe", "John Doe", "John Doe", "John Doe", "Joe Bloggs", "Joe Bloggs", "Joe Bloggs", "Joe Bloggs"],
    "anchors_indices": [2]
}

Data Fields

Identification

• tokens - List of token strings as tokenized with Spacy.
• start_index - Start index of the anchor.
• end_index - End index of the anchor.
• label - "pos" or "neg" depending on whether this example contains a numeric fused head.

Resolution

• tokens - List of token strings as tokenized with Spacy
• line_indices - List of indices indicating line number (one for each token)
• head - Reference to the missing head. If the head exists elsewhere in the sentence this is given as a token index.
• speakers - List of speaker names (one for each token)
• anchors_indices - Index to indicate which token is the anchor (the visible number)

Data Splits

Train, Test, Dev

[More Information Needed]

Dataset Creation

Curation Rationale

[More Information Needed]

Source Data

Initial Data Collection and Normalization

[More Information Needed]

Who are the source language producers?

[More Information Needed]

Annotations

Annotation process

[More Information Needed]

Who are the annotators?

[More Information Needed]

Personal and Sensitive Information

[More Information Needed]

Considerations for Using the Data

Social Impact of Dataset

[More Information Needed]

Discussion of Biases

[More Information Needed]

Other Known Limitations

[More Information Needed]

Additional Information

Dataset Curators

[More Information Needed]

Licensing Information

MIT License

Citation Information

@article{doi:10.1162/tacl\_a\_00280,
    author = {Elazar, Yanai and Goldberg, Yoav},
    title = {Where’s My Head? Definition, Data Set, and Models for Numeric Fused-Head Identification and Resolution},
    journal = {Transactions of the Association for Computational Linguistics},
    volume = {7},
    number = {},
    pages = {519-535},
    year = {2019},
    doi = {10.1162/tacl\_a\_00280},
}

Contributions

Thanks to @ghomasHudson for adding this dataset.