LSTMs + eye-movement

Reported on 4 benchmarks across 4 tasks · 1 paper · 4 SOTA

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

Natural Language Processing2 results

Sentence EmbeddingsonGoogle Dataset
F1· 2016-04-12
0.81
best: 0.855 (SLAHAN (LSTM+syntactic-information))
SOTA
Improving sentence compression by learning to predict gaze arXiv:1604.03357
Sentence CompressiononGoogle Dataset
F1· 2016-04-12
0.81
best: 0.855 (SLAHAN (LSTM+syntactic-information))
SOTA
Improving sentence compression by learning to predict gaze arXiv:1604.03357

Knowledge Base1 result

Text SummarizationonGoogle Dataset
F1· 2016-04-12
0.81
best: 0.855 (SLAHAN (LSTM+syntactic-information))
SOTA
Improving sentence compression by learning to predict gaze arXiv:1604.03357

Methodology1 result

Representation LearningonGoogle Dataset
F1· 2016-04-12
0.81
best: 0.855 (SLAHAN (LSTM+syntactic-information))
SOTA
Improving sentence compression by learning to predict gaze arXiv:1604.03357