The meaning and measurement of bias: lessons from natural language processing.
Abigail Z. JacobsSu Lin BlodgettSolon BarocasHal Daumé IIIHanna M. WallachPublished in: FAT* (2020)
Keyphrases
- natural language processing
- natural language
- wordnet
- machine learning
- information extraction
- named entity recognition
- measurement error
- text mining
- lessons learned
- semantic relations
- semantic analysis
- computational linguistics
- text processing
- knowledge representation
- language processing
- computational biology
- free text
- artificial intelligence
- question answering
- measurement model
- named entities
- text summarization
- variance reduction
- databases
- sentiment analysis
- information retrieval
- machine translation
- co occurrence
- semi supervised
- computer science
- natural language understanding
- real world
- neural network
- database
- lexical semantics