Detecting and mitigating bias in natural language processing
AssigneeInternational Business Machines Corporation
InventorsCarla Quinn, Keith Goode, Mayo Takeuchi, John Handy Bosma
Life of this patent
Estimating the term…
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AssigneeInternational Business Machines Corporation
InventorsCarla Quinn, Keith Goode, Mayo Takeuchi, John Handy Bosma
Estimating the term…
An embodiment for detecting and mitigating bias is provided. The embodiment may include receiving real-world data from a database. The embodiment may also include creating an inverted index from the real-world data. The embodiment may further include analyzing words in the inverted index. The analyzation may identify a plurality of categories in the real-world data. The embodiment may also include generating a structure template containing various entities within each category of the plurality of categories. The embodiment may further include receiving a test record of the structure template. The embodiment may also include providing alternative entities in the test record where bias is likely to occur. The embodiment may further include storing the test record. The embodiment may also include in response to determining bias exists, indicating a corrective action.
A computer-based method of detecting and mitigating bias, the method comprising:
A computer system, the computer system comprising:
A computer program product, the computer program product comprising:
Dependencies are inferred from the claim text.