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Models/TD-LSTM

TD-LSTM

Reported on 11 benchmarks across 7 tasks · 2 papers · 11 SOTA

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

Natural Language Processing6 results

  • Sentiment AnalysisonSemEval-2014 Task-4
    Laptop (Acc)· 2015-12-03
    68.13
    best: 8276 (ABSA-DeBERTa)
    SOTA
    Effective LSTMs for Target-Dependent Sentiment ClassificationarXiv:1512.01100
  • Sentiment AnalysisonSemEval-2014 Task-4
    Mean Acc (Restaurant + Laptop)· 2015-12-03
    71.88
    best: 8611 (ABSA-DeBERTa)
    SOTA
    Effective LSTMs for Target-Dependent Sentiment ClassificationarXiv:1512.01100
  • Sentiment AnalysisonSemEval-2014 Task-4
    Restaurant (Acc)· 2015-12-03
    75.63
    best: 8946 (ABSA-DeBERTa)
    SOTA
    Effective LSTMs for Target-Dependent Sentiment ClassificationarXiv:1512.01100
  • Aspect-Based Sentiment Analysis (ABSA)onSemEval-2014 Task-4
    Laptop (Acc)· 2015-12-03
    68.13
    best: 8276 (ABSA-DeBERTa)
    SOTA
    Effective LSTMs for Target-Dependent Sentiment ClassificationarXiv:1512.01100
  • Aspect-Based Sentiment Analysis (ABSA)onSemEval-2014 Task-4
    Mean Acc (Restaurant + Laptop)· 2015-12-03
    71.88
    best: 8611 (ABSA-DeBERTa)
    SOTA
    Effective LSTMs for Target-Dependent Sentiment ClassificationarXiv:1512.01100
  • Aspect-Based Sentiment Analysis (ABSA)onSemEval-2014 Task-4
    Restaurant (Acc)· 2015-12-03
    75.63
    best: 8946 (ABSA-DeBERTa)
    SOTA
    Effective LSTMs for Target-Dependent Sentiment ClassificationarXiv:1512.01100

Methodology4 results

  • 3DonCharades
    MAP· 2017-08-02
    1.98
    best: 10.03 (Spatial Prior)
    SOTA
    Temporal Dynamic Graph LSTM for Action-driven Video Object DetectionarXiv:1708.00666
  • 2D ClassificationonCharades
    MAP· 2017-08-02
    1.98
    best: 10.03 (Spatial Prior)
    SOTA
    Temporal Dynamic Graph LSTM for Action-driven Video Object DetectionarXiv:1708.00666
  • 2D Object DetectiononCharades
    MAP· 2017-08-02
    1.98
    best: 10.03 (Spatial Prior)
    SOTA
    Temporal Dynamic Graph LSTM for Action-driven Video Object DetectionarXiv:1708.00666
  • 16konCharades
    MAP· 2017-08-02
    1.98
    best: 10.03 (Spatial Prior)
    SOTA
    Temporal Dynamic Graph LSTM for Action-driven Video Object DetectionarXiv:1708.00666

Computer Vision1 result

  • Object DetectiononCharades
    MAP· 2017-08-02
    1.98
    best: 10.03 (Spatial Prior)
    SOTA
    Temporal Dynamic Graph LSTM for Action-driven Video Object DetectionarXiv:1708.00666