Artificial Intelligence and Natural Language. 11th Conference, AINL 2022 Saint Petersburg, Russia, April 14–15, 2022 Revised Selected Papers

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Preface Organization Contents Inferring Image Background from Text Description 1 Introduction 2 Related Work 3 Method 3.1 Searching Location Words in the Sentence 3.2 Searching Location Words in the Dictionary 4 Datasets 4.1 Real Texts 4.2 Synthetic Texts 5 Results 6 Conclusions References Topical Extractive Summarization 1 Introduction 2 Related Work 3 Model Description 3.1 ABAE 3.2 Heterogeneous LexRank 4 Datasets 4.1 Our New Dataset Constructed from WikiPersons 5 Experiments 5.1 Evaluation Metrics 5.2 Experiments with ABAE and Heterogeneous LexRank 6 Conclusion A Appendix A.1 Experiments with BigARTM and WikiPersons A.2 Experiments with Neural Topic Models and WikiPersons References The Semantic Shifts of the Topical Structure in the Corpus of Lentach News Posts 1 Introduction 2 Related Works 3 Experimental Design 3.1 Corpus Collecting and Preprocessing 3.2 BERT Topic Modeling 4 Results and Interpretation 5 Discussion 6 Summary References Development of Folklore Motif Classifier Using Limited Data 1 Introduction 2 Related Work 2.1 Zero-Shot Text Classification 2.2 Working with ATU Index Labeled Texts 3 Dataset 3.1 ATU Index 3.2 Texts 4 Approach 5 Experimental Setup 5.1 Vectorizing Texts 5.2 Models 6 Results 7 Conclusion References Morphological and Emotional Features of the Speech in Children with Typical Development, Autism Spectrum Disorders and Down Syndrome 1 Introduction 2 Datasets 3 Methods 3.1 Graphematic Analysis of the Texts 3.2 Morphological Text Analysis 4 Results 5 Conclusions and Discussion References WikiMulti: A Corpus for Cross-Lingual Summarization 1 Introduction 2 Existing Datasets 2.1 Multi-lingual Datasets 2.2 Cross-Lingual Datasets 3 WikiMulti Dataset 4 Experiments 4.1 Baselines 4.2 Experimental Setup 5 Results and Analysis 6 Conclusion A Evaluation results for the baseline models on WikiMulti B English Good articles divided into categories References Rethinking Crowd Sourcing for Semantic Similarity 1 Introduction 2 Related Work 3 Domain-Specific Annotator Attributes for Natural Language 4 The Data 5 Experiments 5.1 Filtering Heuristics for Unreliable Annotators 5.2 Correlation with Automated Semantic Similarity Metrics 6 Discussion 7 Conclusion References Interplay of Visual and Acoustic Cues of Irony Perception: A Case Study of Actor’s Speech 1 Introduction 2 Material 2.1 Linguistic Analysis 2.2 Requirements for the Audiovisual Material 3 Perceptual Experiments 4 Acoustic Analysis 5 Co-speech Gestures 6 Results and Discussion 7 Conclusions References Findings of Biomedical Russian to English Machine Translation Competition 1 Introduction 2 Dataset 2.1 Markup Process 3 Solutions 3.1 Baselines 3.2 Participant Solutions 4 Metrics 5 Competition Results 6 Conclusion References Translation of Medical Texts with Ensembling and Knowledge Distillation 1 Introduction 2 Related Work 3 Data Preparation 4 Description of the Approach 4.1 Byte-Pair Encoding 4.2 Single Model Description 4.3 Knowledge Distillation 4.4 Ensemble Teacher Model 5 Evaluation and Results 5.1 Single Teacher Model 5.2 Ensemble Teacher Model 6 Conclusion References Author Index