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TensorFlow-lstm-char-cnn

Character-Aware Neural Language Models (Yoon Kim), lstm-char-cnn

Paper

Dataset

  • PennTreebank(PTB)

Perplexity

  • Paper large_test_ppl: 78.9
  • Paper small_test_ppl: 92.3
  • My result
    • large_test_ppl: 94.95
    • small_test_ppl: 97.59

      PPL

Nearest neighbor words (based on cosine similarity)

  • paper

    p_cosine_similarity

  • large model

    l_cosine_similarity

  • small model

    s_cosine_similarity