TASK	DATASET	MODEL	METRIC NAME	METRIC VALUE	GLOBAL RANK
Paraphrase Identification	Quora Question Pairs	Bi-CAS-LSTM	Accuracy	88.6	# 6
Natural Language Inference	SNLI	300D 2-layer Bi-CAS-LSTM	% Test Accuracy	87	# 24
Sentiment Analysis	SST-2 Binary classification	Bi-CAS-LSTM	Accuracy	91.3	# 23
Sentiment Analysis	SST-5 Fine-grained classification	Bi-CAS-LSTM	Accuracy	53.6	# 6

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	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/cell-aware-stacked-lstms-for-modeling/paraphrase-identification-on-quora-question)](https://paperswithcode.com/sota/paraphrase-identification-on-quora-question?p=cell-aware-stacked-lstms-for-modeling)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/cell-aware-stacked-lstms-for-modeling/sentiment-analysis-on-sst-5-fine-grained)](https://paperswithcode.com/sota/sentiment-analysis-on-sst-5-fine-grained?p=cell-aware-stacked-lstms-for-modeling)`
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Cell-aware Stacked LSTMs for Modeling Sentences

7 Sep 2018 • Jihun Choi • Taeuk Kim • Sang-goo Lee

We propose a method of stacking multiple long short-term memory (LSTM) layers for modeling sentences. In contrast to the conventional stacked LSTMs where only hidden states are fed as input to the next layer, the suggested architecture accepts both hidden and memory cell states of the preceding layer and fuses information from the left and the lower context using the soft gating mechanism of LSTMs... (read more)

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PARAPHRASE IDENTIFICATION

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Ranked #6 on Paraphrase Identification on Quora Question Pairs

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TASK	DATASET	MODEL	METRIC NAME	METRIC VALUE	GLOBAL RANK	BENCHMARK
Paraphrase Identification	Quora Question Pairs	Bi-CAS-LSTM	Accuracy	88.6	# 6	Compare
Natural Language Inference	SNLI	300D 2-layer Bi-CAS-LSTM	% Test Accuracy	87	# 24	Compare
Sentiment Analysis	SST-2 Binary classification	Bi-CAS-LSTM	Accuracy	91.3	# 23	Compare
Sentiment Analysis	SST-5 Fine-grained classification	Bi-CAS-LSTM	Accuracy	53.6	# 6	Compare

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METHOD	TYPE
Sigmoid Activation	Activation Functions
Tanh Activation	Activation Functions
LSTM	Recurrent Neural Networks

Cell-aware Stacked LSTMs for Modeling Sentences

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