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:

$$ P(y=j \mid{x}) = \frac{e^{x^{T}w_{j}}}{\sum^{K}_{k=1}e^{x^{T}wk}} $$

Papers


Paper Code Results Date Stars

Tasks


Task Papers Share
RAG 60 6.81%
Retrieval-augmented Generation 51 5.79%
Retrieval 43 4.88%
Language Modeling 22 2.50%
Language Modelling 22 2.50%
Semantic Segmentation 19 2.16%
Question Answering 15 1.70%
Large Language Model 13 1.48%
Decoder 12 1.36%

Components


Component Type
🤖 No Components Found You can add them if they exist; e.g. Mask R-CNN uses RoIAlign

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