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- ---
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- license: gfdl
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- task_categories:
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- - text-classification
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- - token-classification
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- language:
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- - es
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- tags:
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- - spanish
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- - morphology
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- - lemmatization
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- - wiktionary
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- - nlp
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- - linguistics
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- size_categories:
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- - 100K<n<1M
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- dataset_info:
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- features:
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- - name: word
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- dtype: string
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- - name: original form
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- dtype: string
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- config_name: default
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- splits:
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- - name: train
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- num_bytes: 24985600
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- num_examples: 760159
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- download_size: 12492800
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- dataset_size: 24985600
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- configs:
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- - config_name: default
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- data_files:
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- - split: train
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- path: train.csv
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- ---
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-
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- # Spanish Word Forms and Lemmas Dataset
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-
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- ## Dataset Description
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-
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- This dataset contains Spanish word forms paired with their corresponding lemmas (original forms), extracted from Wiktionary. It provides a comprehensive mapping of inflected Spanish words to their base forms, making it valuable for morphological analysis, lemmatization tasks, and Spanish NLP applications.
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-
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- ### Dataset Summary
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-
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- - **Language**: Spanish (es)
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- - **Task**: Lemmatization, Morphological Analysis
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- - **Source**: Wiktionary
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- - **Size**: ~760K word form pairs
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- - **Format**: CSV with two columns: `word` (inflected form) and `original_form` (lemma)
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-
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- ### Supported Tasks
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-
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- - **Lemmatization**: Map inflected words to their base forms
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- - **Morphological Analysis**: Study Spanish word inflection patterns
55
- - **Text Preprocessing**: Normalize Spanish text for NLP pipelines
56
- - **Language Model Training**: Pre-training data for Spanish morphology understanding
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-
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- ## Dataset Structure
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-
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- ### Data Instances
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-
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- Each instance contains:
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- - `word`: An inflected Spanish word form
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- - `original_form`: The corresponding lemma or base form
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-
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- Example:
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- ```json
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- {
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- "word": "adoquinás",
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- "original_form": "adoquinar"
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- }
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- ```
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-
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- ### Data Fields
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-
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- - `word` (string): The inflected or conjugated form of a Spanish word
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- - `original_form` (string): The lemma or dictionary form of the word
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-
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- ### Data Splits
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-
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- | Split | Examples |
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- |-------|----------|
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- | train | 760,159 |
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-
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- ## Dataset Creation
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-
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- ### Source Data
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-
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- This dataset was extracted from Wiktionary, specifically focusing on Spanish language entries. Wiktionary is a collaborative, multilingual dictionary project that provides comprehensive morphological information for words across many languages.
90
-
91
- ### Data Collection Process
92
-
93
- The data was systematically extracted from Wiktionary's Spanish language entries, capturing the relationships between inflected word forms and their corresponding lemmas. This includes:
94
-
95
- - Verb conjugations (all tenses, moods, and persons)
96
- - Noun and adjective inflections (gender and number variations)
97
- - Diminutives, augmentatives, and other morphological variations
98
-
99
- ### Data Quality
100
-
101
- - The dataset provides high-quality mappings based on Wiktionary's editorial standards
102
- - Each word form is mapped to its appropriate lemma
103
- - Covers a wide range of Spanish morphological patterns
104
-
105
- ## Uses
106
-
107
- ### Direct Use
108
-
109
- This dataset can be directly used for:
110
- - Training lemmatization models for Spanish
111
- - Building morphological analyzers
112
- - Creating Spanish text preprocessing pipelines
113
- - Studying Spanish morphological patterns
114
-
115
- ### Downstream Tasks
116
-
117
- - **Named Entity Recognition**: Improve NER by normalizing word forms
118
- - **Information Retrieval**: Enhance search by matching different word forms
119
- - **Machine Translation**: Better handling of Spanish morphology
120
- - **Text Classification**: Normalize features for better classification performance
121
-
122
- ## Considerations for Use
123
-
124
- ### Social Impact of Dataset
125
-
126
- This dataset supports the development of Spanish NLP tools, which can:
127
- - Improve accessibility of Spanish-language technology
128
- - Support educational applications for Spanish learners
129
- - Enable better processing of Spanish text in various domains
130
-
131
- ### Limitations
132
-
133
- - Limited to words present in Wiktionary (may not include very recent terms or highly specialized vocabulary)
134
- - Focuses on standard Spanish forms (may not capture all dialectal variations)
135
- - Does not include semantic information beyond morphological relationships
136
-
137
- ## Additional Information
138
-
139
- ### Dataset Curators
140
-
141
- This dataset was curated from Wiktionary data focusing on Spanish morphological relationships.
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-
143
- ### Licensing Information
144
-
145
- This dataset is released under the MIT License, following Wiktionary's open data principles.
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-
147
- ### Citation Information
148
-
149
- If you use this dataset in your research, please cite:
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-
151
- ```bibtex
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- @dataset{spanish_word_forms_wiktionary,
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- title={Spanish Word Forms and Lemmas Dataset from Wiktionary},
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- author={Wiktionary Contributors},
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- year={2024},
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- publisher={Hugging Face},
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- url={https://huggingface.co/datasets/your-username/spanish-word-forms-wiktionary}
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- }
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- ```
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-
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- ### Contributions
162
-
 
 
 
163
  This dataset was created by extracting and processing data from Wiktionary. Thanks to all Wiktionary contributors who have provided the underlying linguistic data.
 
1
+ ---
2
+ license: gfdl
3
+ task_categories:
4
+ - text-classification
5
+ - token-classification
6
+ language:
7
+ - es
8
+ tags:
9
+ - spanish
10
+ - morphology
11
+ - lemmatization
12
+ - wiktionary
13
+ - nlp
14
+ - linguistics
15
+ size_categories:
16
+ - 100K<n<1M
17
+ dataset_info:
18
+ features:
19
+ - name: word
20
+ dtype: string
21
+ - name: original form
22
+ dtype: string
23
+ config_name: default
24
+ splits:
25
+ - name: train
26
+ num_bytes: 24985600
27
+ num_examples: 760159
28
+ - name: only_adj_noun_verb
29
+ download_size: 12492800
30
+ dataset_size: 24985600
31
+ configs:
32
+ - config_name: default
33
+ data_files:
34
+ - split: train
35
+ path: train.csv
36
+ - split: only_adj_noun_verb
37
+ path: es_word_forms_only_adj.noun.verb.csv.csv
38
+ ---
39
+
40
+ # Spanish Word Forms and Lemmas Dataset
41
+
42
+ ## Dataset Description
43
+
44
+ This dataset contains Spanish word forms paired with their corresponding lemmas (original forms), extracted from Wiktionary. It provides a comprehensive mapping of inflected Spanish words to their base forms, making it valuable for morphological analysis, lemmatization tasks, and Spanish NLP applications.
45
+
46
+ ### Dataset Summary
47
+
48
+ - **Language**: Spanish (es)
49
+ - **Task**: Lemmatization, Morphological Analysis
50
+ - **Source**: Wiktionary
51
+ - **Size**: ~760K word form pairs
52
+ - **Format**: CSV with two columns: `word` (inflected form) and `original_form` (lemma)
53
+
54
+ ### Supported Tasks
55
+
56
+ - **Lemmatization**: Map inflected words to their base forms
57
+ - **Morphological Analysis**: Study Spanish word inflection patterns
58
+ - **Text Preprocessing**: Normalize Spanish text for NLP pipelines
59
+ - **Language Model Training**: Pre-training data for Spanish morphology understanding
60
+
61
+ ## Dataset Structure
62
+
63
+ ### Data Instances
64
+
65
+ Each instance contains:
66
+ - `word`: An inflected Spanish word form
67
+ - `original_form`: The corresponding lemma or base form
68
+
69
+ Example:
70
+ ```json
71
+ {
72
+ "word": "adoquinás",
73
+ "original_form": "adoquinar"
74
+ }
75
+ ```
76
+
77
+ ### Data Fields
78
+
79
+ - `word` (string): The inflected or conjugated form of a Spanish word
80
+ - `original_form` (string): The lemma or dictionary form of the word
81
+
82
+ ### Data Splits
83
+
84
+ | Split | Examples |
85
+ |-------|----------|
86
+ | train | 760,159 |
87
+
88
+ ## Dataset Creation
89
+
90
+ ### Source Data
91
+
92
+ This dataset was extracted from Wiktionary, specifically focusing on Spanish language entries. Wiktionary is a collaborative, multilingual dictionary project that provides comprehensive morphological information for words across many languages.
93
+
94
+ ### Data Collection Process
95
+
96
+ The data was systematically extracted from Wiktionary's Spanish language entries, capturing the relationships between inflected word forms and their corresponding lemmas. This includes:
97
+
98
+ - Verb conjugations (all tenses, moods, and persons)
99
+ - Noun and adjective inflections (gender and number variations)
100
+ - Diminutives, augmentatives, and other morphological variations
101
+
102
+ ### Data Quality
103
+
104
+ - The dataset provides high-quality mappings based on Wiktionary's editorial standards
105
+ - Each word form is mapped to its appropriate lemma
106
+ - Covers a wide range of Spanish morphological patterns
107
+
108
+ ## Uses
109
+
110
+ ### Direct Use
111
+
112
+ This dataset can be directly used for:
113
+ - Training lemmatization models for Spanish
114
+ - Building morphological analyzers
115
+ - Creating Spanish text preprocessing pipelines
116
+ - Studying Spanish morphological patterns
117
+
118
+ ### Downstream Tasks
119
+
120
+ - **Named Entity Recognition**: Improve NER by normalizing word forms
121
+ - **Information Retrieval**: Enhance search by matching different word forms
122
+ - **Machine Translation**: Better handling of Spanish morphology
123
+ - **Text Classification**: Normalize features for better classification performance
124
+
125
+ ## Considerations for Use
126
+
127
+ ### Social Impact of Dataset
128
+
129
+ This dataset supports the development of Spanish NLP tools, which can:
130
+ - Improve accessibility of Spanish-language technology
131
+ - Support educational applications for Spanish learners
132
+ - Enable better processing of Spanish text in various domains
133
+
134
+ ### Limitations
135
+
136
+ - Limited to words present in Wiktionary (may not include very recent terms or highly specialized vocabulary)
137
+ - Focuses on standard Spanish forms (may not capture all dialectal variations)
138
+ - Does not include semantic information beyond morphological relationships
139
+
140
+ ## Additional Information
141
+
142
+ ### Dataset Curators
143
+
144
+ This dataset was curated from Wiktionary data focusing on Spanish morphological relationships.
145
+
146
+ ### Licensing Information
147
+
148
+ This dataset is released under the MIT License, following Wiktionary's open data principles.
149
+
150
+ ### Citation Information
151
+
152
+ If you use this dataset in your research, please cite:
153
+
154
+ ```bibtex
155
+ @dataset{spanish_word_forms_wiktionary,
156
+ title={Spanish Word Forms and Lemmas Dataset from Wiktionary},
157
+ author={Wiktionary Contributors},
158
+ year={2024},
159
+ publisher={Hugging Face},
160
+ url={https://huggingface.co/datasets/your-username/spanish-word-forms-wiktionary}
161
+ }
162
+ ```
163
+
164
+ ### Contributions
165
+
166
  This dataset was created by extracting and processing data from Wiktionary. Thanks to all Wiktionary contributors who have provided the underlying linguistic data.