Datasets:
Tasks:
Token Classification
Sub-tasks:
named-entity-recognition
Languages:
English
Size:
10K<n<100K
License:
Update files from the datasets library (from 1.12.0)
Browse filesRelease notes: https://github.com/huggingface/datasets/releases/tag/1.12.0
- README.md +32 -7
- dataset_infos.json +1 -1
- linnaeus.py +1 -1
README.md
CHANGED
@@ -18,6 +18,7 @@ task_categories:
|
|
18 |
task_ids:
|
19 |
- named-entity-recognition
|
20 |
paperswithcode_id: linnaeus
|
|
|
21 |
---
|
22 |
|
23 |
# Dataset Card for [Dataset Name]
|
@@ -56,21 +57,27 @@ paperswithcode_id: linnaeus
|
|
56 |
|
57 |
### Dataset Summary
|
58 |
|
59 |
-
|
60 |
|
61 |
### Supported Tasks and Leaderboards
|
62 |
|
63 |
-
|
64 |
|
65 |
### Languages
|
66 |
|
67 |
-
|
68 |
|
69 |
## Dataset Structure
|
70 |
|
71 |
### Data Instances
|
72 |
|
73 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
74 |
|
75 |
### Data Fields
|
76 |
|
@@ -80,7 +87,10 @@ paperswithcode_id: linnaeus
|
|
80 |
|
81 |
### Data Splits
|
82 |
|
83 |
-
|
|
|
|
|
|
|
84 |
|
85 |
## Dataset Creation
|
86 |
|
@@ -138,7 +148,22 @@ paperswithcode_id: linnaeus
|
|
138 |
|
139 |
### Citation Information
|
140 |
|
141 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
142 |
### Contributions
|
143 |
|
144 |
-
Thanks to [@edugp](https://github.com/edugp) for adding this dataset.
|
|
|
18 |
task_ids:
|
19 |
- named-entity-recognition
|
20 |
paperswithcode_id: linnaeus
|
21 |
+
pretty_name: LINNAEUS
|
22 |
---
|
23 |
|
24 |
# Dataset Card for [Dataset Name]
|
|
|
57 |
|
58 |
### Dataset Summary
|
59 |
|
60 |
+
LINNAEUS is a general-purpose dictionary matching software, capable of processing multiple types of document formats in the biomedical domain (MEDLINE, PMC, BMC, OTMI, text, etc.). It can produce multiple types of output (XML, HTML, tab-separated-value file, or save to a database). It also contains methods for acting as a server (including load balancing across several servers), allowing clients to request matching over a network. A package with files for recognizing and identifying species names is available for LINNAEUS, showing 94% recall and 97% precision compared to LINNAEUS-species-corpus.
|
61 |
|
62 |
### Supported Tasks and Leaderboards
|
63 |
|
64 |
+
This dataset is used for species Named Entity Recognition.
|
65 |
|
66 |
### Languages
|
67 |
|
68 |
+
The dataset is in English.
|
69 |
|
70 |
## Dataset Structure
|
71 |
|
72 |
### Data Instances
|
73 |
|
74 |
+
An example from the dataset is:
|
75 |
+
|
76 |
+
```
|
77 |
+
{'id': '2',
|
78 |
+
'tokens': ['Scp160p', 'is', 'a', '160', 'kDa', 'protein', 'in', 'the', 'yeast', 'Saccharomyces', 'cerevisiae', 'that', 'contains', '14', 'repeats', 'of', 'the', 'hnRNP', 'K', '-', 'homology', '(', 'KH', ')', 'domain', ',', 'and', 'demonstrates', 'significant', 'sequence', 'homology', 'to', 'a', 'family', 'of', 'proteins', 'collectively', 'known', 'as', 'vigilins', '.'],
|
79 |
+
'ner_tags': [0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]}
|
80 |
+
```
|
81 |
|
82 |
### Data Fields
|
83 |
|
|
|
87 |
|
88 |
### Data Splits
|
89 |
|
90 |
+
|
91 |
+
| name |train|validation|test|
|
92 |
+
|----------|----:|---------:|---:|
|
93 |
+
| linnaeus |11936| 4079|7143|
|
94 |
|
95 |
## Dataset Creation
|
96 |
|
|
|
148 |
|
149 |
### Citation Information
|
150 |
|
151 |
+
```bibtex
|
152 |
+
@article{Gerner2010,
|
153 |
+
abstract = {The task of recognizing and identifying species names in biomedical literature has recently been regarded as critical for a number of applications in text and data mining, including gene name recognition, species-specific document retrieval, and semantic enrichment of biomedical articles.},
|
154 |
+
author = {Gerner, Martin and Nenadic, Goran and Bergman, Casey M},
|
155 |
+
doi = {10.1186/1471-2105-11-85},
|
156 |
+
issn = {1471-2105},
|
157 |
+
journal = {BMC Bioinformatics},
|
158 |
+
number = {1},
|
159 |
+
pages = {85},
|
160 |
+
title = {{LINNAEUS: A species name identification system for biomedical literature}},
|
161 |
+
url = {https://doi.org/10.1186/1471-2105-11-85},
|
162 |
+
volume = {11},
|
163 |
+
year = {2010}
|
164 |
+
}
|
165 |
+
```
|
166 |
+
|
167 |
### Contributions
|
168 |
|
169 |
+
Thanks to [@edugp](https://github.com/edugp) for adding this dataset.
|
dataset_infos.json
CHANGED
@@ -1 +1 @@
|
|
1 |
-
{"linnaeus": {"description": "A novel corpus of full-text documents manually annotated for species mentions.\n", "citation": "@article{gerner2010linnaeus,\n title={LINNAEUS: a species name identification system for biomedical literature},\n author={Gerner, Martin and Nenadic, Goran and Bergman, Casey M},\n journal={BMC bioinformatics},\n volume={11},\n number={1},\n pages={85},\n year={2010},\n publisher={Springer}\n}\n", "homepage": "http://linnaeus.sourceforge.net/", "license": "", "features": {"id": {"dtype": "string", "id": null, "_type": "Value"}, "tokens": {"feature": {"dtype": "string", "id": null, "_type": "Value"}, "length": -1, "id": null, "_type": "Sequence"}, "ner_tags": {"feature": {"num_classes": 3, "names": ["O", "B", "I"], "names_file": null, "id": null, "_type": "ClassLabel"}, "length": -1, "id": null, "_type": "Sequence"}}, "post_processed": null, "supervised_keys": null, "builder_name": "linnaeus", "config_name": "linnaeus", "version": {"version_str": "1.0.0", "description": null, "major": 1, "minor": 0, "patch": 0}, "splits": {"train": {"name": "train", "num_bytes": 4772417, "num_examples": 11936, "dataset_name": "linnaeus"}, "validation": {"name": "validation", "num_bytes": 1592823, "num_examples": 4079, "dataset_name": "linnaeus"}, "test": {"name": "test", "num_bytes": 2802877, "num_examples": 7143, "dataset_name": "linnaeus"}}, "download_checksums": {"https://drive.google.com/u/0/uc?id=1OletxmPYNkz2ltOr9pyT0b0iBtUWxslh&export=download
|
|
|
1 |
+
{"linnaeus": {"description": "A novel corpus of full-text documents manually annotated for species mentions.\n", "citation": "@article{gerner2010linnaeus,\n title={LINNAEUS: a species name identification system for biomedical literature},\n author={Gerner, Martin and Nenadic, Goran and Bergman, Casey M},\n journal={BMC bioinformatics},\n volume={11},\n number={1},\n pages={85},\n year={2010},\n publisher={Springer}\n}\n", "homepage": "http://linnaeus.sourceforge.net/", "license": "", "features": {"id": {"dtype": "string", "id": null, "_type": "Value"}, "tokens": {"feature": {"dtype": "string", "id": null, "_type": "Value"}, "length": -1, "id": null, "_type": "Sequence"}, "ner_tags": {"feature": {"num_classes": 3, "names": ["O", "B", "I"], "names_file": null, "id": null, "_type": "ClassLabel"}, "length": -1, "id": null, "_type": "Sequence"}}, "post_processed": null, "supervised_keys": null, "builder_name": "linnaeus", "config_name": "linnaeus", "version": {"version_str": "1.0.0", "description": null, "major": 1, "minor": 0, "patch": 0}, "splits": {"train": {"name": "train", "num_bytes": 4772417, "num_examples": 11936, "dataset_name": "linnaeus"}, "validation": {"name": "validation", "num_bytes": 1592823, "num_examples": 4079, "dataset_name": "linnaeus"}, "test": {"name": "test", "num_bytes": 2802877, "num_examples": 7143, "dataset_name": "linnaeus"}}, "download_checksums": {"https://drive.google.com/u/0/uc?id=1OletxmPYNkz2ltOr9pyT0b0iBtUWxslh&export=download": {"num_bytes": 18204624, "checksum": "30522c752fd90e6da05f117a52da13174b246e4980e46840e6e1737dc67e1d27"}}, "download_size": 18204624, "post_processing_size": null, "dataset_size": 9168117, "size_in_bytes": 27372741}}
|
linnaeus.py
CHANGED
@@ -42,7 +42,7 @@ A novel corpus of full-text documents manually annotated for species mentions.
|
|
42 |
"""
|
43 |
|
44 |
_HOMEPAGE = "http://linnaeus.sourceforge.net/"
|
45 |
-
_URL = "https://drive.google.com/u/0/uc?id=1OletxmPYNkz2ltOr9pyT0b0iBtUWxslh&export=download
|
46 |
_BIOBERT_NER_DATASET_DIRECTORY = "linnaeus"
|
47 |
_TRAINING_FILE = "train.tsv"
|
48 |
_DEV_FILE = "devel.tsv"
|
|
|
42 |
"""
|
43 |
|
44 |
_HOMEPAGE = "http://linnaeus.sourceforge.net/"
|
45 |
+
_URL = "https://drive.google.com/u/0/uc?id=1OletxmPYNkz2ltOr9pyT0b0iBtUWxslh&export=download"
|
46 |
_BIOBERT_NER_DATASET_DIRECTORY = "linnaeus"
|
47 |
_TRAINING_FILE = "train.tsv"
|
48 |
_DEV_FILE = "devel.tsv"
|