Review: Deep Learning for Sentence Semantic Similarity

Convolutional Neural Network

paper	conference	github
Multi-Perspective Sentence Similarity	EMNLP 2015	NA
Learning-to-re-rank	SIGIR 2015	NA
Decomposition and Composition	COLING 2016	NA
Attention-Based CNN	TACL 2016	link
OCR-correction semantic relatedness	EMNLP 2019	link

Long Short-Term Memory

paper	conference	github
Manhattan LSTM	AAAI 2016	link
Bilateral Multi-Perspective Matching	IJCAI 2017	link
ELMo	NAACL 2018	link
Disentangling Syntax and Semantics	NAACL 2019	link
LSTMEmed	ACL 2019	link

Transformer

paper	conference	github
Universal Sentence Encoder	EMNLP 2018 SysDemo	link
Simple Transformer Distillation	SIGIR 2023	NA

BERT

paper	conference	github
BERT	NAACL 2018	link
Sentence-BERT	EMNLP 2019	link
SimCSE-BERT	EMNLP 2021	link
Self-Supervised Mirror-BERT	EMNLP 2021	link
Self-Guided Contrastive Learning-BERT	ACL2021	link
ConSERT-Self-Supervised-BERT	ACL 2021	link
Sentence-T5	ACL 2022	link
Multimodal CSE	NAACL 2022	link
DiffCSE	NAACL 2022	link
TRANS-ENCODER-unsupervised	ICLR 2022	link
InfoCSE	EMNLP 2022 Findings	link
Sentence Embeddings from AI Feedback	ACL 2023 Findings	link
RankCSE	ArXiv 26 May 2023	NA

Getting Probability from Cosine similarity

paper	conference	github	Colab
Word-level	ACCV 2018	link	NA
Word-level	MVA 2023	NA	NA
Sentence-level	COLING 2022	link

Adding new paper

Please open an issue for adding recent work.