What is the impact of bias in NLP models, and how can it be mitigated?
Instruction: Discuss the sources of bias in NLP systems and strategies to reduce its impact.
Context: Assesses sources and effects of bias in NLP and context-specific measurement, mitigation and remaining limitations.
Updated
Official answer available
Read the opening below, then unlock the full answer and practical guidance.
Bias in NLP can affect classification quality, toxic-content moderation, search ranking, generation tone, and how the model treats different groups or dialects. The impact is not just unfairness in principle...