Papers Sentence Classification
“Sentence Classification” 태그가 달린 논문 313편 · 필터 해제
NOWJ1@ALQAC 2023: Enhancing Legal Task Performance with Classic Statistical Models and Pre-trained Language Models
This paper describes the NOWJ1 Team's approach for the Automated Legal Question Answering Competition (ALQAC) 2023, which focuses on enhancing legal task performance by integrating classical statistical models and Pre-tr…
Learning-To-RankQuestion AnsweringRetrievalSentence+1Mutual Reinforcement Effects in Japanese Sentence Classification and Named Entity Recognition Tasks
Information extraction(IE) is a crucial subfield within natural language processing. However, for the traditionally segmented approach to sentence classification and Named Entity Recognition, the intricate interactions b…
ClassificationFew-Shot Learningnamed-entity-recognitionNamed Entity Recognition+4Sentence-to-Label Generation Framework for Multi-task Learning of Japanese Sentence Classification and Named Entity Recognition
Information extraction(IE) is a crucial subfield within natural language processing. In this study, we introduce a Sentence Classification and Named Entity Recognition Multi-task (SCNM) approach that combines Sentence Cl…
Multi-Task Learningnamed-entity-recognitionNamed Entity RecognitionNamed Entity Recognition (NER)+3Resume Information Extraction via Post-OCR Text Processing
Information extraction (IE), one of the main tasks of natural language processing (NLP), has recently increased importance in the use of resumes. In studies on the text to extract information from the CV, sentence classi…
Object RecognitionOptical Character RecognitionOptical Character Recognition (OCR)Sentence+1Crosslingual Transfer Learning for Low-Resource Languages Based on Multilingual Colexification Graphs
In comparative linguistics, colexification refers to the phenomenon of a lexical form conveying two or more distinct meanings. Existing work on colexification patterns relies on annotated word lists, limiting scalability…
Multilingual NLPRetrievalSentenceSentence Classification+2Measuring Cross-Lingual Transferability of Multilingual Transformers on Sentence Classification
Recent studies have exhibited remarkable capabilities of pre-trained multilingual Transformers, especially cross-lingual transferability. However, current methods do not measure cross-lingual transferability well, hinder…
Cross-Lingual TransferSentenceSentence ClassificationAttack Named Entity Recognition by Entity Boundary Interference
Named Entity Recognition (NER) is a cornerstone NLP task while its robustness has been given little attention. This paper rethinks the principles of NER attacks derived from sentence classification, as they can easily vi…
named-entity-recognitionNamed Entity RecognitionNamed Entity Recognition (NER)NER+2Rediscovering Hashed Random Projections for Efficient Quantization of Contextualized Sentence Embeddings
Training and inference on edge devices often requires an efficient setup due to computational limitations. While pre-computing data representations and caching them on a server can mitigate extensive edge device computat…
QuantizationSentenceSentence ClassificationSentence EmbeddingsAdapting Pre-trained Language Models for Quantum Natural Language Processing
The emerging classical-quantum transfer learning paradigm has brought a decent performance to quantum computational models in many tasks, such as computer vision, by enabling a combination of quantum models and classical…
SentenceSentence ClassificationTransfer LearningClassBases at CASE-2022 Multilingual Protest Event Detection Tasks: Multilingual Protest News Detection and Automatically Replicating Manually Created Event Datasets
In this report, we describe our ClassBases submissions to a shared task on multilingual protest event detection. For the multilingual protest news detection, we participated in subtask-1, subtask-2, and subtask-4, which …
ClassificationDocument ClassificationEvent DetectionSentence+3Text sampling strategies for predicting missing bibliographic links
The paper proposes various strategies for sampling text data when performing automatic sentence classification for the purpose of detecting missing bibliographic links. We construct samples based on sentences as semantic…
ClassificationPositionSentenceSentence ClassificationDISCO: Distilling Counterfactuals with Large Language Models
Models trained with counterfactually augmented data learn representations of the causal structure of tasks, enabling robust generalization. However, high-quality counterfactual data is scarce for most tasks and not easil…
counterfactualData AugmentationDiversityLanguage Modeling+3DigiCall: A Benchmark for Measuring the Maturity of Digital Strategy through Company Earning Calls
Digital transformation reinvents companies, their vision and strategy, organizational structure, processes, capabilities, and culture, and enables the development of new or enhanced products and services delivered to cus…
Cultural Vocal Bursts Intensity PredictionLanguage ModellingManagementPart-Of-Speech Tagging+2ExtremeBERT: A Toolkit for Accelerating Pretraining of Customized BERT
In this paper, we present ExtremeBERT, a toolkit for accelerating and customizing BERT pretraining. Our goal is to provide an easy-to-use BERT pretraining toolkit for the research community and industry. Thus, the pretra…
Molecular System PredictionSentence ClassificationExtended Multilingual Protest News Detection -- Shared Task 1, CASE 2021 and 2022
We report results of the CASE 2022 Shared Task 1 on Multilingual Protest Event Detection. This task is a continuation of CASE 2021 that consists of four subtasks that are i) document classification, ii) sentence classifi…
Document ClassificationEvent DetectionEvent ExtractionSentence+1GoSum: Extractive Summarization of Long Documents by Reinforcement Learning and Graph Organized discourse state
Extracting summaries from long documents can be regarded as sentence classification using the structural information of the documents. How to use such structural information to summarize a document is challenging. In thi…
ArticlesDocument SummarizationExtractive Document SummarizationExtractive Summarization+6Getting the Most out of Simile Recognition
Simile recognition involves two subtasks: simile sentence classification that discriminates whether a sentence contains simile, and simile component extraction that locates the corresponding objects (i.e., tenors and veh…
POSSentenceSentence ClassificationLearning to Infer from Unlabeled Data: A Semi-supervised Learning Approach for Robust Natural Language Inference
Natural Language Inference (NLI) or Recognizing Textual Entailment (RTE) aims at predicting the relation between a pair of sentences (premise and hypothesis) as entailment, contradiction or semantic independence. Althoug…
Language ModellingNatural Language InferenceRTESentence+1Quantum Natural Language Generation on Near-Term Devices
The emergence of noisy medium-scale quantum devices has led to proof-of-concept applications for quantum computing in various domains. Examples include Natural Language Processing (NLP) where sentence classification expe…
Image ManipulationMusic GenerationSentenceSentence Classification+1Prompt-Tuning Can Be Much Better Than Fine-Tuning on Cross-lingual Understanding With Multilingual Language Models
Pre-trained multilingual language models show significant performance gains for zero-shot cross-lingual model transfer on a wide range of natural language understanding (NLU) tasks. Previously, for zero-shot cross-lingua…
Cross-Lingual TransferNatural Language UnderstandingQuestion AnsweringSentence+1