14th National CCF Conference, NLPCC 2025, Urumqi, China, August 7-9, 2025, Proceedings, Part IV Herausgegeben:Mao, Xian-Ling; Ren, Zhaochun; Yang, Muyun
14th National CCF Conference, NLPCC 2025, Urumqi, China, August 7-9, 2025, Proceedings, Part IV 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.
. Machine Learning for NLP . HandDiff GAN: Handwriting Diffusion Enhanced Generative Adversarial Networks for Character Generation. . Multi Event Temporal Relation Extraction by Ranking. . Very Long Distance Dependency Capturing Evaluation via Language Modeling based on Gender Consistency. . InfoKANCSE: Enhancing Contrastive Sentence Embeddings with KAN and Information Aware Aggregation. . Zero Shot Chain of Thought Reasoning Guided by Evolutionary Algorithms in Large Language Models. . FedETE: Privacy preserving Federated Event Trigger Extraction. . Fundamentals of NLP . Parallel Task Planning via Model Collaboration. . SageRep: Enhancing Unsupervised Sentence Representations via Layer Adaptive Self Knowledge Distillation. . Improving Cross Document Event Coreference Resolution with Word Sense Disambiguation and Large Language Models. . Summarization and Generation . FactoScalpel: Locating and Injecting Knowledge in Transformer to Enhance Factual Consistency in Abstractive Summarization. . Emoji Stega: An Emoji Powered Linguistic Steganography Framework for Social Networks. . Knowledge enhanced Text Summaries for Factual Problems. . DiSG: A Discourse Structure aware Multi Stage Approach for Long Tibetan Text Summarization. . Detecting and Correcting Hallucinations in LLMs via Substantive Uncertainty and Iterative Validation. . Others . Directional asymmetry in the perception of Mandarin Chinese vowels by native English speakers. . Thoughts Behind Attack: Enhancing Security Against Jailbreak Attacks Using Chain of Thought. . Unlocking the Power of Large Language Models for Multi Table Entity Matching. . Mongolian Speech Recognition Based on Semi Supervised Learning and Syllable Subword Modeling Units. . CEBFL: A Cost Effectiveness Based Approach to Defending Against Gradient Attack in Federated Learning. . IRSC: A Zero shot Evaluation Benchmark for Information Retrieval base on Semantic Comprehension in Retrieval Augmented Generation Scenarios. . Evaluation Workshop . Overview of the NLPCC 2025 Shared Task 1: LLM Generated Text Detection. . When Less is More: Minimal Prompts with LoRA for LLM Text Detection. . EnsemJudge: Enhancing Reliability in Chinese LLM Generated Text Detection through Diverse Model Ensembles. . LOW COST AI DETECTOR: An Efficient and Cost Effective LLM Generated Chinese Text Detection Model for NLPCC2025 Shared Task 1. . Overview of the NLPCC 2025 Shared Task2: Evaluation of Essay On Topic Graded Comments(EOTGC). . Optimizing Automated Essay On Topic Graded Comments via LLM Based Prompt Augmentation. . Decomposing Topic Relevance: A Multi Agent LLM Approach for Automated Essay Scoring and Feedback. . Overview of the NLPCC 2025 Shared Task 3: Comprehensive Argument Analysis for Chinese Argumentative Essay. . Knowledge Enhanced and Event Rule Guided Framework for Fine Grained Argument Mining in Chinese Essays. . Comprehensive Argument Mining for Chinese Argumentative Essays Using Large Language Models. . Overview of the NLPCC 2025 Shared Task 4: Multi modal, Multilingual, Multi hop Medical Instructional Video Question Answering Challenge. . Multi hop Knowledge enhanced Query Reasoning for Multi modal Medical Video QA. . Hierarchical Indexing with Knowledge Enrichment for Multilingual Video Corpus Retrieval. . Hierarchical RAG driven Multi hop Reasoning for Medical Video Question Answering. . Overview of NLPCC 2025 Shared Task 5: Chinese Government Text Correction with Knowledge Bases. . CGT Corrector:Chinese Government Text Correction with Knowledge Bases. . KARTC: Knowledge Aware Rewriting with Large Language Models for Chinese Government Text Correction. . Overview of the NLPCC 2025 Shared Task: Gender Bias Mitigation Challenge. . From Detection to Mitigation: Addressing Gender Bias in Chinese Texts via Efficient Tuning and Voting Based Rebalancing. . Qwen Gender: A Chain of Thought Based Multi Task Gender Bias Mitigation System. . Detection, Classification, Mitigation of Gender Bias in Large Language Models. . Overview of the NLPCC 2025 Shared Task 8: Personalized Emotional Support Conversation. . Optimizing LLMs for Personalized Emotional Support with Future Cues and Response Diversity. . Empathetic Dialogue Generation with LLMs for Emotional Support. . Role Guided Synthesis for Emotional Support: A Two Stage Framework with Multi Agent Dialogue Synthesis.
. Machine Learning for NLP . HandDiff GAN: Handwriting Diffusion Enhanced Generative Adversarial Networks for Character Generation. . Multi Event Temporal Relation Extraction by Ranking. . Very Long Distance Dependency Capturing Evaluation via Language Modeling based on Gender Consistency. . InfoKANCSE: Enhancing Contrastive Sentence Embeddings with KAN and Information Aware Aggregation. . Zero Shot Chain of Thought Reasoning Guided by Evolutionary Algorithms in Large Language Models. . FedETE: Privacy preserving Federated Event Trigger Extraction. . Fundamentals of NLP . Parallel Task Planning via Model Collaboration. . SageRep: Enhancing Unsupervised Sentence Representations via Layer Adaptive Self Knowledge Distillation. . Improving Cross Document Event Coreference Resolution with Word Sense Disambiguation and Large Language Models. . Summarization and Generation . FactoScalpel: Locating and Injecting Knowledge in Transformer to Enhance Factual Consistency in Abstractive Summarization. . Emoji Stega: An Emoji Powered Linguistic Steganography Framework for Social Networks. . Knowledge enhanced Text Summaries for Factual Problems. . DiSG: A Discourse Structure aware Multi Stage Approach for Long Tibetan Text Summarization. . Detecting and Correcting Hallucinations in LLMs via Substantive Uncertainty and Iterative Validation. . Others . Directional asymmetry in the perception of Mandarin Chinese vowels by native English speakers. . Thoughts Behind Attack: Enhancing Security Against Jailbreak Attacks Using Chain of Thought. . Unlocking the Power of Large Language Models for Multi Table Entity Matching. . Mongolian Speech Recognition Based on Semi Supervised Learning and Syllable Subword Modeling Units. . CEBFL: A Cost Effectiveness Based Approach to Defending Against Gradient Attack in Federated Learning. . IRSC: A Zero shot Evaluation Benchmark for Information Retrieval base on Semantic Comprehension in Retrieval Augmented Generation Scenarios. . Evaluation Workshop . Overview of the NLPCC 2025 Shared Task 1: LLM Generated Text Detection. . When Less is More: Minimal Prompts with LoRA for LLM Text Detection. . EnsemJudge: Enhancing Reliability in Chinese LLM Generated Text Detection through Diverse Model Ensembles. . LOW COST AI DETECTOR: An Efficient and Cost Effective LLM Generated Chinese Text Detection Model for NLPCC2025 Shared Task 1. . Overview of the NLPCC 2025 Shared Task2: Evaluation of Essay On Topic Graded Comments(EOTGC). . Optimizing Automated Essay On Topic Graded Comments via LLM Based Prompt Augmentation. . Decomposing Topic Relevance: A Multi Agent LLM Approach for Automated Essay Scoring and Feedback. . Overview of the NLPCC 2025 Shared Task 3: Comprehensive Argument Analysis for Chinese Argumentative Essay. . Knowledge Enhanced and Event Rule Guided Framework for Fine Grained Argument Mining in Chinese Essays. . Comprehensive Argument Mining for Chinese Argumentative Essays Using Large Language Models. . Overview of the NLPCC 2025 Shared Task 4: Multi modal, Multilingual, Multi hop Medical Instructional Video Question Answering Challenge. . Multi hop Knowledge enhanced Query Reasoning for Multi modal Medical Video QA. . Hierarchical Indexing with Knowledge Enrichment for Multilingual Video Corpus Retrieval. . Hierarchical RAG driven Multi hop Reasoning for Medical Video Question Answering. . Overview of NLPCC 2025 Shared Task 5: Chinese Government Text Correction with Knowledge Bases. . CGT Corrector:Chinese Government Text Correction with Knowledge Bases. . KARTC: Knowledge Aware Rewriting with Large Language Models for Chinese Government Text Correction. . Overview of the NLPCC 2025 Shared Task: Gender Bias Mitigation Challenge. . From Detection to Mitigation: Addressing Gender Bias in Chinese Texts via Efficient Tuning and Voting Based Rebalancing. . Qwen Gender: A Chain of Thought Based Multi Task Gender Bias Mitigation System. . Detection, Classification, Mitigation of Gender Bias in Large Language Models. . Overview of the NLPCC 2025 Shared Task 8: Personalized Emotional Support Conversation. . Optimizing LLMs for Personalized Emotional Support with Future Cues and Response Diversity. . Empathetic Dialogue Generation with LLMs for Emotional Support. . Role Guided Synthesis for Emotional Support: A Two Stage Framework with Multi Agent Dialogue Synthesis.
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