Output Functions

Softmax

The Softmax output function transforms a previous layer's output into a vector of probabilities. It is commonly used for multiclass classification. Given an input vector x and a weighting vector w we have:

P(y=jx)=exTwjk=1KexTwk

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Created with Highcharts 9.3.0Language ModellingLanguage ModellingRetrievalRetrievalSemantic SegmentationSemantic SegmentationQuestion AnsweringQuestion AnsweringLarge Language ModelLarge Language ModelObject DetectionObject DetectionImage ClassificationImage ClassificationBenchmarkingBenchmarkingImage SegmentationImage SegmentationOtherOther
Task Papers Share
Language Modelling 50 6.73%
Retrieval 38 5.11%
Semantic Segmentation 29 3.90%
Question Answering 26 3.50%
Large Language Model 22 2.96%
Object Detection 18 2.42%
Image Classification 14 1.88%
Benchmarking 13 1.75%
Image Segmentation 12 1.62%

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