14th National Ccf Conference, Nlpcc 2025, Urumqi, China, August 7-9, 2025, Proceedings, Part III Herausgegeben:Mao, Xian-Ling; Ren, Zhaochun; Yang, Muyun
14th National Ccf Conference, Nlpcc 2025, Urumqi, China, August 7-9, 2025, Proceedings, Part III Herausgegeben:Mao, Xian-Ling; Ren, Zhaochun; Yang, Muyun
The four-volume set LNAI 16102 - 16105 constitutes the refereed proceedings of the 14th CCF National Conference on Natural Language Processing and Chinese Computing, NLPCC 2025, held in Urumqi, China, during August 7 9, 2025. The 152 full papers and 26 evaluation workshop papers included in these proceedings were carefully reviewed and selected from 505 submissions. They were focused on the following topical sections: Part I : Information Extraction and Knowledge Graph & Large Language Models and Agents. Part II : Multimodality and Explainability & NLP Applications / Text Mining. Part…mehr
The four-volume set LNAI 16102 - 16105 constitutes the refereed proceedings of the 14th CCF National Conference on Natural Language Processing and Chinese Computing, NLPCC 2025, held in Urumqi, China, during August 7 9, 2025.
The 152 full papers and 26 evaluation workshop papers included in these proceedings were carefully reviewed and selected from 505 submissions. They were focused on the following topical sections:
Part I : Information Extraction and Knowledge Graph & Large Language Models and Agents. Part II : Multimodality and Explainability & NLP Applications / Text Mining. Part III : IR / Dialogue Systems / Question Answering; Machine Translation and Multilinguality & Sentiment analysis / Argumentation Mining / Social Media. Part IV : Machine Learning for NLP; Fundamentals of NLP; Summarization and Generation; Others & Evaluation Workshop.
. IR / Dialogue Systems / Question Answering . TriG RAG: Triple Granularity Fusion for Retrieval Augmented Generation with Adaptive Context Relation Balance. . Knowledge Distillation for Large Language Models Based on Global Keywords and Chain of Thought. . Exploring the Capabilities of Chinese LLMs in the Legal Field. . RoleplayLLM: Enhancing Role Playing Abilities in Large Language Models via Multidimensional Fine Tuning and Preference Optimization. . Multi task Contrastive Learning Enhanced Instruction Tuning for Dialog Understanding. . DynaRAG: Adaptive Context Compression via Reinforcement Learning for Enhanced Retrieval Augmented Generation. . Retrieving and Reading Multimodal Documents for Knowledge based VQA. . Relation Aware Graph Reasoning for Multiple Choice Question Answering. . Enhancing Depression Diagnosis Oriented Chat with Psychological State Tracking. . ReD RAG: Rewritable Decomposition Guided Iterative Retrieval Augmented Generation for Open Domain Multi Hop Reasoning. . Bridging Questions and Charts: A Weakly Supervised Alignment Model for Chart Question Answering. . FRAG: Focused Retrieval Augmented Generation Reducing Retrieval Scope by Mapping Table. . Ensuring Context Completeness in Retrieval Augmented Generation for Knowledge Intensive Question answering. . Machine Translation and Multilinguality . Improving LLM based Document level MT with Multi Knowledge Fusion. . Continual Learning for Multilingual Neural Machine Translation via Meta Contrastive Memory Replay. . Prompting and Consistency Learning Strategies for Multimodal Grammatical Error Correction in Low Error Density Domains. . Bias Beyond English: Evaluating Social Bias and Debiasing Methods in a Low Resource Setting. . Doc Guided Sent2Sent++: A Sent2Sent++ Agent with Doc Guided memory for Document level Machine Translation. . Fine Grained Contrastive Learning for End to End Vietnamese Text Image Machine Translation. . Adaptive Inner Speech Text Alignment for LLM based Speech Translation. . Fine Tuning for Low Resource Language Machine Translation Using Large Language Models Integrated with Dependency Parsing Rule. . Simplify Translate: A Unified Framework for Accessible Machine Translation. . PGATA: Phonology and Glyph Aware Token Alignment for Transfer Learning in Cantonese Sarcasm Detection. . LLM enhanced Translation for Low resource Languages: Cross lingual Alignment and Multi domain Adaptation. . Sentiment analysis / Argumentation Mining / Social Media . Best Fit Document: Enhancing Compositional Generalization in Multi label Text Classification. . Dialogue Multi dimensional Feature Dividing and Fusion Model for Dialogue Aspect based Sentiment Quadruple Analysis. . Boosting Affective Events Classification: A Contextual Framework with Chain of Thought Prompt. . Hate Speech Detection in Somali English Code Switched Texts. . Chinese Spelling Correction for Social Platform Internet Slang Texts. . DiGTF: A Difference Guided Two Stage Fusion Framework for Multimodal Sentiment Analysis. . EVL MCoT: Enhanced Vision Language Multi CoT for Harmful Meme Detection. . Deep Graph Neural Point Process For Learning Temporal Interactive Networks. . Bayesian Network based Adaptive Prompt Learning for Emotion Cause Pair Extraction. . Exploring Sentiment Analysis in Tigrigna: Insights from Social Media Texts. . Unlocking the Advantage of Context Interaction via Bi Graph Reasoning for Document level Aspect based Sentiment Analysis. . EMAO: Expectation Maximization and Adaptive Objective for Microscopic Cascade Prediction. . Attributed Graph Clustering with Dual Contrastive Regularization. . Deep Learning Based Knowledge Injection for Metaphor Detection: A Comprehensive Review. . CADA: A Counterfactual Adversarial Data Augmentation Framework for Low Resource Hate Speech Detection. . Semantic Information Enhanced Fake News Detection. . Fine grained Inappropriate Speech Detection Based on Momentum Contrastive Learning. . ISIPN: Intention Semantic Incongruity Perception Network for Multimodal Metaphor Detection. . Self Distillation Across Modalities: Enhancing Cross Modal Correlation Perception for Multimodal Fake News Detection. . D PathVER: Dynamic Reasoning Paths for Complex Claim Verification. . Dynamic Multi Views In Context Learning with Large Language Models for Aspect Based Sentiment Analysis. . MAGI: Modality Aligned Geometry aware Integration for Robust Multimodal Sentiment Analysis.
. IR / Dialogue Systems / Question Answering . TriG RAG: Triple Granularity Fusion for Retrieval Augmented Generation with Adaptive Context Relation Balance. . Knowledge Distillation for Large Language Models Based on Global Keywords and Chain of Thought. . Exploring the Capabilities of Chinese LLMs in the Legal Field. . RoleplayLLM: Enhancing Role Playing Abilities in Large Language Models via Multidimensional Fine Tuning and Preference Optimization. . Multi task Contrastive Learning Enhanced Instruction Tuning for Dialog Understanding. . DynaRAG: Adaptive Context Compression via Reinforcement Learning for Enhanced Retrieval Augmented Generation. . Retrieving and Reading Multimodal Documents for Knowledge based VQA. . Relation Aware Graph Reasoning for Multiple Choice Question Answering. . Enhancing Depression Diagnosis Oriented Chat with Psychological State Tracking. . ReD RAG: Rewritable Decomposition Guided Iterative Retrieval Augmented Generation for Open Domain Multi Hop Reasoning. . Bridging Questions and Charts: A Weakly Supervised Alignment Model for Chart Question Answering. . FRAG: Focused Retrieval Augmented Generation Reducing Retrieval Scope by Mapping Table. . Ensuring Context Completeness in Retrieval Augmented Generation for Knowledge Intensive Question answering. . Machine Translation and Multilinguality . Improving LLM based Document level MT with Multi Knowledge Fusion. . Continual Learning for Multilingual Neural Machine Translation via Meta Contrastive Memory Replay. . Prompting and Consistency Learning Strategies for Multimodal Grammatical Error Correction in Low Error Density Domains. . Bias Beyond English: Evaluating Social Bias and Debiasing Methods in a Low Resource Setting. . Doc Guided Sent2Sent++: A Sent2Sent++ Agent with Doc Guided memory for Document level Machine Translation. . Fine Grained Contrastive Learning for End to End Vietnamese Text Image Machine Translation. . Adaptive Inner Speech Text Alignment for LLM based Speech Translation. . Fine Tuning for Low Resource Language Machine Translation Using Large Language Models Integrated with Dependency Parsing Rule. . Simplify Translate: A Unified Framework for Accessible Machine Translation. . PGATA: Phonology and Glyph Aware Token Alignment for Transfer Learning in Cantonese Sarcasm Detection. . LLM enhanced Translation for Low resource Languages: Cross lingual Alignment and Multi domain Adaptation. . Sentiment analysis / Argumentation Mining / Social Media . Best Fit Document: Enhancing Compositional Generalization in Multi label Text Classification. . Dialogue Multi dimensional Feature Dividing and Fusion Model for Dialogue Aspect based Sentiment Quadruple Analysis. . Boosting Affective Events Classification: A Contextual Framework with Chain of Thought Prompt. . Hate Speech Detection in Somali English Code Switched Texts. . Chinese Spelling Correction for Social Platform Internet Slang Texts. . DiGTF: A Difference Guided Two Stage Fusion Framework for Multimodal Sentiment Analysis. . EVL MCoT: Enhanced Vision Language Multi CoT for Harmful Meme Detection. . Deep Graph Neural Point Process For Learning Temporal Interactive Networks. . Bayesian Network based Adaptive Prompt Learning for Emotion Cause Pair Extraction. . Exploring Sentiment Analysis in Tigrigna: Insights from Social Media Texts. . Unlocking the Advantage of Context Interaction via Bi Graph Reasoning for Document level Aspect based Sentiment Analysis. . EMAO: Expectation Maximization and Adaptive Objective for Microscopic Cascade Prediction. . Attributed Graph Clustering with Dual Contrastive Regularization. . Deep Learning Based Knowledge Injection for Metaphor Detection: A Comprehensive Review. . CADA: A Counterfactual Adversarial Data Augmentation Framework for Low Resource Hate Speech Detection. . Semantic Information Enhanced Fake News Detection. . Fine grained Inappropriate Speech Detection Based on Momentum Contrastive Learning. . ISIPN: Intention Semantic Incongruity Perception Network for Multimodal Metaphor Detection. . Self Distillation Across Modalities: Enhancing Cross Modal Correlation Perception for Multimodal Fake News Detection. . D PathVER: Dynamic Reasoning Paths for Complex Claim Verification. . Dynamic Multi Views In Context Learning with Large Language Models for Aspect Based Sentiment Analysis. . MAGI: Modality Aligned Geometry aware Integration for Robust Multimodal Sentiment Analysis.
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