[PDF][PDF] Recognizing entailment and contradiction by tree-based convolution

L Mou, R Men, G Li, Y Xu, L Zhang… - arXiv preprint arXiv …, 2015 - researchgate.net
… In this paper, we proposed the TBCNN-pair model to recognize entailment and contradiction
between two sentences. Our model relies on the tree-based convolutional neural network (…

Natural language inference by tree-based convolution and heuristic matching

L Mou, R Men, G Li, Y Xu, L Zhang, R Yan… - arXiv preprint arXiv …, 2015 - arxiv.org
… In this paper, we propose the TBCNNpair model to recognize entailment and contradiction
between two sentences. In our model, a tree-based convolutional neural network (TBCNN) …

[HTML][HTML] Recognizing textual entailment: A review of resources, approaches, applications, and challenges

IMS Putra, D Siahaan, A Saikhu - ICT Express, 2024 - Elsevier
… The H1 sentence has a contradictory relationship with the P sentence … H1 contradicts the
information that all medicines contain vitamins stated in P. The H2 sentence has an entailment

Context-Aware Tree-Based Convolutional Neural Networks for Natural Language Inference

Z Meng, L Mou, G Li, Z Jin - … , KSEM 2016, Passau, Germany, October 5-7 …, 2016 - Springer
… are Entailment, Contradiction, and Neutral, where Entailment … , Contradiction means the
two sentences are contradictory to … in logical forms for entailment recognition, their scope and …

TBCNN for dependency trees in natural language processing

L Mou, Z Jin, L Mou, Z Jin - Tree-Based Convolutional Neural Networks …, 2018 - Springer
… task, which aims to recognizing entailment and contradiction between two sentences (called …
can be inferred (entailment), or the hypothesis cannot be true (contradiction). A third class …

Tree lstms with convolution units to predict stance and rumor veracity in social media conversations

S Kumar, KM Carley - Proceedings of the 57th annual meeting of …, 2019 - aclanthology.org
… Because natural language entailment task (which predicts entailment, contradiction, or …
Because of space limitation, we do not present results for Glove features for Tree based models …

Reading and thinking: Re-read lstm unit for textual entailment recognition

L Sha, B Chang, Z Sui, S Li - Proceedings of COLING 2016, the …, 2016 - aclanthology.org
… : entailment, contradiction, neutral and −, where − indicates a lack of consensus from the …
Natural language inference by tree-based convolution and heuristic matching. In Proceedings …

Max-cosine matching based neural models for recognizing textual entailment

Z Xie, J Hu - International Conference on Database Systems for …, 2017 - Springer
… be: Entailment (Y can be inferred from X), Contradiction (Y is … [21] proposed a tree-based
convolutional neural network (… TBCNN is more robust than sequential convolution in terms of …

Research on Recognition Textual Entailment with Integrated Attention Mechanism and Lexical Information

D Zheng, H Liu, F Yu - 2023 International Conference on Asian …, 2023 - ieeexplore.ieee.org
… can be divided into entailment, contradiction, and neutral. If … the premise sentence P
contradicts the hypothesis sentence H… encoder that incorporates a Convolutional Neural Network (…

Textual Inference Identification in the Malayalam Language Using Convolutional Neural Network

S Renjit, SM Idicula - … and Intelligent Technologies: Proceedings of ICACIT …, 2022 - Springer
… The binary classes are entailment and contradiction. The … of convolutional neural networks
for recognizing entailments in the … Natural language inference by tree-based convolution and …