mlsanityData to 7 Oct 2026

Predicting the Semantic Textual Similarity with Siamese CNN and LSTM

arXiv 1810.10641 ↗First posted 24 Oct 2018cs.CLcited by 14

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Abstract (arXiv)

Semantic Textual Similarity (STS) is the basis of many applications in Natural Language Processing (NLP). Our system combines convolution and recurrent neural networks to measure the semantic similarity of sentences. It uses a convolution network to take account of the local context of words and an LSTM to consider the global context of sentences. This combination of networks helps to preserve the relevant information of sentences and improves the calculation of the similarity between sentences. Our model has achieved good results and is competitive with the best state-of-the-art systems.

Key facts. Cited by 14 papers in the map (data through 7 Oct 2026). First posted on arXiv 24 Oct 2018.

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Citing papers per year: 2021: 3; 2022: 6; 2023: 4; 2024: 0; 2025: 0; 2026: 1.

14 papers.

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  1. 2022Deep Learning Meets Software Engineering: A Survey on Pre-Trained Models of Source Codecited by 20
  2. 2022Using contextual sentence analysis models to recognize ESG conceptscited by 5
  3. 2021A novel hybrid methodology of measuring sentence similaritycited by 2
  4. 2021An LSTM-based Plagiarism Detection via Attention Mechanism and a Population-based Approach for Pre-Training Parameters with imbalanced Classescited by 2
  5. 2023Leveraging BERT Language Models for Multi-Lingual ESG Issue Identificationcited by 2
  6. 2023Sim-GPT: Text Similarity via GPT Annotated Datacited by 2
  7. 2021Chinese Sentences Similarity via Cross-Attention Based Siamese Networkcited by 1
  8. 2022Semantic Similarity Computing for Scientific Academic Conferences fused with domain featurescited by 1
  9. 2022A Cognitive Study on Semantic Similarity Analysis of Large Corpora: A Transformer-based Approachcited by 1
  10. 2023Automated Assessment of Students' Code Comprehension using LLMscited by 1
  11. 2026Classifying several dialectal Nawatl varietiescited by 1
  12. 2022Knowledge Graph and Accurate Portrait Construction of Scientific and Technological Academic Conferencescited by 0
2 more
  1. 2022JU_NLP at HinglishEval: Quality Evaluation of the Low-Resource Code-Mixed Hinglish Textcited by 0
  2. 2023A Novel Plagiarism Detection Approach Combining BERT-based Word Embedding, Attention-based LSTMs and an Improved Differential Evolution Algorithmcited by 0