|
--- |
|
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 |
|
configs: |
|
- identification |
|
- resolution |
|
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: test |
|
num_bytes: 68282 |
|
num_examples: 500 |
|
- name: train |
|
num_bytes: 22290345 |
|
num_examples: 165606 |
|
- 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: test |
|
num_bytes: 2743071 |
|
num_examples: 1000 |
|
- name: train |
|
num_bytes: 19766437 |
|
num_examples: 7412 |
|
- name: validation |
|
num_bytes: 2633549 |
|
num_examples: 1000 |
|
download_size: 24923403 |
|
dataset_size: 25143057 |
|
--- |
|
|
|
# Dataset Card for Numeric Fused Heads |
|
|
|
## Table of Contents |
|
- [Dataset Description](#dataset-description) |
|
- [Dataset Summary](#dataset-summary) |
|
- [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards) |
|
- [Languages](#languages) |
|
- [Dataset Structure](#dataset-structure) |
|
- [Data Instances](#data-instances) |
|
- [Data Fields](#data-fields) |
|
- [Data Splits](#data-splits) |
|
- [Dataset Creation](#dataset-creation) |
|
- [Curation Rationale](#curation-rationale) |
|
- [Source Data](#source-data) |
|
- [Annotations](#annotations) |
|
- [Personal and Sensitive Information](#personal-and-sensitive-information) |
|
- [Considerations for Using the Data](#considerations-for-using-the-data) |
|
- [Social Impact of Dataset](#social-impact-of-dataset) |
|
- [Discussion of Biases](#discussion-of-biases) |
|
- [Other Known Limitations](#other-known-limitations) |
|
- [Additional Information](#additional-information) |
|
- [Dataset Curators](#dataset-curators) |
|
- [Licensing Information](#licensing-information) |
|
- [Citation Information](#citation-information) |
|
- [Contributions](#contributions) |
|
|
|
## Dataset Description |
|
|
|
- **Homepage:** [The Numeric Fused-Head demo](https://nlp.biu.ac.il/~lazary/fh/) |
|
- **Repository:** [Github Repo](https://github.com/yanaiela/num_fh) |
|
- **Paper:** [Where’s My Head? Definition, Dataset and Models for Numeric Fused-Heads Identification and Resolution](https://www.mitpressjournals.org/doi/full/10.1162/tacl_a_00280) |
|
- **Leaderboard:** [NLP Progress](http://nlpprogress.com/english/missing_elements.html) |
|
- **Point of Contact:** [Yanai Elazar](https://yanaiela.github.io), [Yoav Goldberg](https://www.cs.bgu.ac.il/~yoavg/uni/) |
|
|
|
### 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](spacy.io). |
|
- `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](spacy.io) |
|
- `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](https://github.com/ghomasHudson) for adding this dataset. |