Ауытқу метрикалары
metric
ID: biasmetrics
Related Papers
Quantifying Bias from Decoding Techniques in Natural Language Generation
AbstractNatural language generation (NLG) models can propagate social bias towards particular demography. Though several studies investigated bias from data and model, NLG task distinctively uses stochastic decoder that can positively …...
A Comparative Study on the Impact of Model Compression Techniques on Fairness in Language Models
AbstractCompression techniques for deep learning have become increasingly popular, particularly in settings where latency and memory constraints are imposed. Several methods, such as pruning, distillation, and quantization, have been adopted …...
How Far Can It Go? On Intrinsic Gender Bias Mitigation for Text Classification
AbstractTo mitigate gender bias in contextualized language models, different intrinsic mitigation strategies have been proposed, alongside many bias metrics. Considering that the end use of these language models is for …...