Skipgram code is wrong, please refer to the original paper.
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zdh2292390 commented
The original word2vec use two embeddings for each word, input embedding and output embedding. Your implementation only uses one.
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The original word2vec use two embeddings for each word, input embedding and output embedding. Your implementation only uses one.