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Models/combine-skip (Kiros et al., 2015)

combine-skip (Kiros et al., 2015)

Reported on 9 benchmarks across 3 tasks · 1 paper

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Medical3 results

  • Language ModellingonSICK
    MSE· 2015-06-22
    0.2687
    best: 0.2532 (Dependency Tree-LSTM (Tai et al., 2015))
    Skip-Thought VectorsarXiv:1506.06726
  • Language ModellingonSICK
    Pearson Correlation· 2015-06-22
    0.8584
    best: 0.8676 (Dependency Tree-LSTM (Tai et al., 2015))
    Skip-Thought VectorsarXiv:1506.06726
  • Language ModellingonSICK
    Spearman Correlation· 2015-06-22
    0.7916
    best: 0.8083 (Dependency Tree-LSTM (Tai et al., 2015))
    Skip-Thought VectorsarXiv:1506.06726

Natural Language Processing3 results

  • Sentence Pair ModelingonSICK
    MSE· 2015-06-22
    0.2687
    best: 0.2532 (Dependency Tree-LSTM (Tai et al., 2015))
    Skip-Thought VectorsarXiv:1506.06726
  • Sentence Pair ModelingonSICK
    Pearson Correlation· 2015-06-22
    0.8584
    best: 0.8676 (Dependency Tree-LSTM (Tai et al., 2015))
    Skip-Thought VectorsarXiv:1506.06726
  • Sentence Pair ModelingonSICK
    Spearman Correlation· 2015-06-22
    0.7916
    best: 0.8083 (Dependency Tree-LSTM (Tai et al., 2015))
    Skip-Thought VectorsarXiv:1506.06726

Methodology3 results

  • Semantic SimilarityonSICK
    MSE· 2015-06-22
    0.2687
    best: 0.2532 (Dependency Tree-LSTM (Tai et al., 2015))
    Skip-Thought VectorsarXiv:1506.06726
  • Semantic SimilarityonSICK
    Pearson Correlation· 2015-06-22
    0.8584
    best: 0.8676 (Dependency Tree-LSTM (Tai et al., 2015))
    Skip-Thought VectorsarXiv:1506.06726
  • Semantic SimilarityonSICK
    Spearman Correlation· 2015-06-22
    0.7916
    best: 0.8083 (Dependency Tree-LSTM (Tai et al., 2015))
    Skip-Thought VectorsarXiv:1506.06726