Tasks SotA Datasets Papers Methods Submit About

Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable Benchmarks All SotA Datasets Papers Methods

Community

Submit Results About

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/Bidirectional LSTM (Tai et al., 2015)

Bidirectional LSTM (Tai et al., 2015)

Reported on 9 benchmarks across 3 tasks · 1 paper · 3 SOTA

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

Medical3 results

Language ModellingonSICK
MSE· 2015-02-28
0.2736
best: 0.2532 (Dependency Tree-LSTM (Tai et al., 2015))
SOTA
Improved Semantic Representations From Tree-Structured Long Short-Term Memory Networks arXiv:1503.00075
Language ModellingonSICK
Pearson Correlation· 2015-02-28
0.8567
best: 0.8676 (Dependency Tree-LSTM (Tai et al., 2015))
Improved Semantic Representations From Tree-Structured Long Short-Term Memory Networks arXiv:1503.00075
Language ModellingonSICK
Spearman Correlation· 2015-02-28
0.7966
best: 0.8083 (Dependency Tree-LSTM (Tai et al., 2015))
Improved Semantic Representations From Tree-Structured Long Short-Term Memory Networks arXiv:1503.00075

Natural Language Processing3 results

Sentence Pair ModelingonSICK
MSE· 2015-02-28
0.2736
best: 0.2532 (Dependency Tree-LSTM (Tai et al., 2015))
SOTA
Improved Semantic Representations From Tree-Structured Long Short-Term Memory Networks arXiv:1503.00075
Sentence Pair ModelingonSICK
Pearson Correlation· 2015-02-28
0.8567
best: 0.8676 (Dependency Tree-LSTM (Tai et al., 2015))
Improved Semantic Representations From Tree-Structured Long Short-Term Memory Networks arXiv:1503.00075
Sentence Pair ModelingonSICK
Spearman Correlation· 2015-02-28
0.7966
best: 0.8083 (Dependency Tree-LSTM (Tai et al., 2015))
Improved Semantic Representations From Tree-Structured Long Short-Term Memory Networks arXiv:1503.00075

Methodology3 results

Semantic SimilarityonSICK
MSE· 2015-02-28
0.2736
best: 0.2532 (Dependency Tree-LSTM (Tai et al., 2015))
SOTA
Improved Semantic Representations From Tree-Structured Long Short-Term Memory Networks arXiv:1503.00075
Semantic SimilarityonSICK
Pearson Correlation· 2015-02-28
0.8567
best: 0.8676 (Dependency Tree-LSTM (Tai et al., 2015))
Improved Semantic Representations From Tree-Structured Long Short-Term Memory Networks arXiv:1503.00075
Semantic SimilarityonSICK
Spearman Correlation· 2015-02-28
0.7966
best: 0.8083 (Dependency Tree-LSTM (Tai et al., 2015))
Improved Semantic Representations From Tree-Structured Long Short-Term Memory Networks arXiv:1503.00075