wordnet / README.md
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metadata
pretty_name: WordNet 3.0
license: other
tags:
  - lexicon
  - wordnet
  - nlp
  - datasets
  - tabular
configs:
  - config_name: aggregate
    default: true
    data_files:
      - split: noun
        path: noun.parquet
      - split: verb
        path: verb.parquet
      - split: adj
        path: adj.parquet
      - split: adv
        path: adv.parquet
  - config_name: data
    data_files:
      - split: noun
        path: variants/data/noun.parquet
      - split: verb
        path: variants/data/verb.parquet
      - split: adj
        path: variants/data/adj.parquet
      - split: adv
        path: variants/data/adv.parquet
  - config_name: index
    data_files:
      - split: noun
        path: variants/index/noun.parquet
      - split: verb
        path: variants/index/verb.parquet
      - split: adj
        path: variants/index/adj.parquet
      - split: adv
        path: variants/index/adv.parquet
  - config_name: exceptions
    data_files:
      - split: noun
        path: variants/exceptions/noun.parquet
      - split: verb
        path: variants/exceptions/verb.parquet
      - split: adj
        path: variants/exceptions/adj.parquet
      - split: adv
        path: variants/exceptions/adv.parquet

WordNet 3.0

Overview

Dataset Structure Guide

This dataset publishes multiple Hub configs so researchers can choose the right view for their workflow.

What Configs Mean

A config is a named dataset view. It selects which files are loaded and which split names are exposed.

Available Configs

  • aggregate: Default aggregate view across available variant paths.
    • splits: noun, verb, adj, adv
  • data: Synset data files with glosses, words, pointers, and verb frames.
    • splits: noun, verb, adj, adv
    • file prefix: variants/data/
  • index: Index files with lemma metadata, pointer symbol inventory, and synset offsets.
    • splits: noun, verb, adj, adv
    • file prefix: variants/index/
  • exceptions: Exception files mapping inflected forms to base forms.
    • splits: noun, verb, adj, adv
    • file prefix: variants/exceptions/

Quick Start (datasets library)

Use the config explicitly to avoid ambiguity and to get the expected split layout:

from datasets import load_dataset

# Replace with your Hub repo id, e.g. '<namespace>/wordnet'
dataset = load_dataset('<namespace>/wordnet', 'aggregate')
print(dataset)

Split Semantics

These splits may represent domain structure (for example part-of-speech groups) rather than train/validation/test partitions. If you need ML evaluation splits, create an explicit derived split plan in downstream preprocessing.

Summary

WordNet is published as lexical-resource views rather than benchmark train/validation/test tasks.

Intended Use

  • Lexical semantic analysis and symbolic NLP workflows.
  • Knowledge graph and relation-structure exploration.
  • Input resource for downstream task-specific data construction.

Schema Notes

  • The same part-of-speech split names (noun, verb, adj, adv) can appear across multiple configs.
  • The aggregate config combines variant outputs while preserving split names.

Evaluation Protocol

  • For ML benchmarks, define explicit train/validation/test derivations from the lexical splits.
  • Record any filtering or balancing logic to keep experiments reproducible.

Limitations

  • Not a native benchmark dataset with pre-defined evaluation partitions.
  • Coverage and lexical conventions follow WordNet source files.

Config Selection Guidance

  • Use the data config for synset-level lexical structure.
  • Use the index config for lemma and offset lookup behavior.
  • Use the exceptions config for inflection-to-base mappings.
  • Use aggregate when you want one entry point and can filter by variant in downstream code.

Standardization

  • split_aliases: {"dev": "validation", "val": "validation", "valid": "validation"}
  • rename_map: {}
  • selected_columns: []

Exported Artifacts

  • noun.parquet
  • verb.parquet
  • adj.parquet
  • adv.parquet
  • data
  • WORDNET_FORMAT.md
  • views/synsets.parquet
  • views/words.parquet
  • views/pointers.parquet
  • views/frames.parquet

Provided

  • context: {"repository_navigation": [{"active": false, "description": "Synset data files with glosses, words, pointers, and verb frames.", "path_in_repo": "variants/data", "splits": ["noun", "verb", "adj", "adv"], "variant": "data"}, {"active": false, "description": "Index files with lemma metadata, pointer symbol inventory, and synset offsets.", "path_in_repo": "variants/index", "splits": ["noun", "verb", "adj", "adv"], "variant": "index"}, {"active": false, "description": "Exception files mapping inflected forms to base forms.", "path_in_repo": "variants/exceptions", "splits": ["noun", "verb", "adj", "adv"], "variant": "exceptions"}], "schema": ["text", "is_record", "offset", "synset_offset", "lex_filenum", "ss_type", "w_cnt", "word_count", "words", "lemmas", "p_cnt", "pointer_count", "pointers", "frames", "gloss", "parse_error", "lemma", "lemma_text", "pos", "synset_cnt", "ptr_symbols", "sense_cnt", "tagsense_cnt", "synset_offsets", "inflected_form", "inflected_form_text", "base_forms", "base_forms_text", "variant"], "scope": "aggregate", "shared_description": "WordNet publishes an aggregate lexical view that keeps the noun, verb, adjective, and adverb splits intact while combining data, index, and exception rows under an explicit variant column.", "splits": ["noun", "verb", "adj", "adv"], "viewer_config_name": "aggregate"}

Repository Navigation

  • data: variants/data | Synset data files with glosses, words, pointers, and verb frames.
  • index: variants/index | Index files with lemma metadata, pointer symbol inventory, and synset offsets.
  • exceptions: variants/exceptions | Exception files mapping inflected forms to base forms.

Citation

Miller (1995), WordNet: A Lexical Database for English.