Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025)

Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor 2025-08 Chinese Information Processing Society of China Jinan, China text conference publication ccl-2025-2 https://aclanthology.org/2025.ccl-2.0/ CCL25-Eval任务1系统报告:基于上下文学习与格式化约束的空间语义理解 Yiyang Zheng author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication zheng-2025-ccl25 https://aclanthology.org/2025.ccl-2.1/ 2025-08 1 12 CCL25-Eval任务1系统报告:基于数据、训练、推理三阶协同增强的空间语义理解 Zhongtian Hua author Yi Luo author Mengyuan Wang author Yumeijia Yumeijia author Yingjie Han author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication hua-etal-2025-ccl25 https://aclanthology.org/2025.ccl-2.2/ 2025-08 13 23 CCL25-Eval任务1系统报告:使用思维链和投票集成增强大型语言模型空间语义理解 LiuHaixin LiuHaixin author Hongying Zan author Jinwang Song author Yifan Li author KongLulu KongLulu author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication liuhaixin-etal-2025-ccl25 https://aclanthology.org/2025.ccl-2.3/ 2025-08 24 32 Overview of CCL25-Eval Task 1: The Fifth Spatial Cognition Evaluation (SpaCE2025) Yuhang Qin author Liming Xiao author Nan Hu author Sirui Deng author Jingyuan Ma author Hyang Cui author Zihan Zhang author Chi Hsu Tsai author Jinkun Ding author Sumin Kang author Zhifang Sui author Weidong Zhan author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication qin-etal-2025-overview https://aclanthology.org/2025.ccl-2.4/ 2025-08 33 46 System Report for CCL25-Eval Task 2: Enhanced Chinese Frame Semantic Parsing with Pre-trained Model and Linguistic Features Yahui Liu author Ziheng Qiao author Chen Gong author Min Zhang author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication liu-etal-2025-system https://aclanthology.org/2025.ccl-2.5/ 2025-08 47 54 CCL25-Eval2系统报告:基于高效参数旋转位置编码的汉语框架语义解析 Huang Yong Qing author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication qing-2025-ccl25 https://aclanthology.org/2025.ccl-2.6/ 2025-08 55 59 Overview of CCL25-Eval Task2: Chinese Frame Semantic Parsing Evaluation Hao Xu author Juncai Li author Zhichao Yan author Haikun Liu author Xuefeng Su author ZhangJiaYang ZhangJiaYang author Ru Li author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication xu-etal-2025-overview https://aclanthology.org/2025.ccl-2.7/ 2025-08 60 69 System Report for CCL25-Eval Task 2 Solving Frame Semantic Parsing with LLMs Dujingtao Dujingtao author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication dujingtao-2025-system https://aclanthology.org/2025.ccl-2.8/ 2025-08 70 75 System Report for CCL25-Eval Task 3: Hallucination Mitigation in Chinese Abstract Meaning Representation Parsing with a Multi-Agent Approach Rongbo Chen author Xuefeng Bai author Kehai Chen author Min Zhang author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication chen-etal-2025-system https://aclanthology.org/2025.ccl-2.9/ 2025-08 76 87 CCL25-Eval任务3总结报告:第五届中文抽象语义表示解析评测 Zhixing Xu author Yixuan Zhang author Bin Li author 徐静徐静 author Qu Weiguang author Junsheng Zhou author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication xu-etal-2025-ccl25 https://aclanthology.org/2025.ccl-2.10/ 2025-08 88 95 CCL25-Eval任务4系统报告:基于叙实性分类和语境特征的大语言模型叙实性推理 Zhangxiaoyi Zhangxiaoyi author 鲁嘉琪鲁嘉琪 author Zhang Da author Xiaoyu Chen author 卢达威卢达威 author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication zhangxiaoyi-etal-2025-ccl25 https://aclanthology.org/2025.ccl-2.11/ 2025-08 96 104 System Report for CCL25-Eval Task 4: From Plain to Hierarchical —Knowledge-Augmented Prompting for Chinese Factivity Inference Minjun Park author Seulki Lee author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication park-lee-2025-system https://aclanthology.org/2025.ccl-2.12/ 2025-08 105 109 CCL25-Eval 任务四系统报告:现代汉语动词的叙实性语用推理机制 ZHaO Peixiang author Limingzhu Limingzhu author Mei Liya author Wangfang Wangfang author Gao Nianxin author Zhao Lang author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication peixiang-etal-2025-ccl25 https://aclanthology.org/2025.ccl-2.13/ 2025-08 110 117 CCL25-Eval任务四系统报告:宏观模式提示与高效微调在叙实性推理中的应用 Zequn Li author Yuanhao Zhong author Chengliang Chai author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication li-etal-2025-ccl25 https://aclanthology.org/2025.ccl-2.14/ 2025-08 118 127 System Report for CCL25-Eval Task 4: Factivity Inference Based on Dynamic Few-Shot Learning Sunyan Gu author Taoyu Lu author Siqi Liu author Kan Guo author Yan Shao author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication gu-etal-2025-system https://aclanthology.org/2025.ccl-2.15/ 2025-08 128 133 CCL25-Eval任务四系统报告: 基于层次化思维链构造与推理模型高效微调的中文叙实性推理 Qiang Yan author Yixing Fan author Yunfei Zhong author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication yan-etal-2025-ccl25 https://aclanthology.org/2025.ccl-2.16/ 2025-08 134 145 System Report for CCL25-Eval Task 4: Prompting, Scheduling, and Arbitration Strategies for Chinese Factivity Inference Liu Daohuan author Xia Lun author Yuxuan Zhang author Xinyu Yang author Fanzhen Kong author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication daohuan-etal-2025-system https://aclanthology.org/2025.ccl-2.17/ 2025-08 146 151 CCL25-Eval任务四系统报告:基于RAG与谓词相似性方法的叙实性检测智能体 Yu Wang author Yang Qian author Ke Liang author Yiheng Yang author Zhai Yu author Chu-Ren Huang author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication wang-etal-2025-ccl25 https://aclanthology.org/2025.ccl-2.18/ 2025-08 152 156 CCL25-Eval任务四系统报告:基于多策略知识融合的叙实性推理方法研究 Hongyu Li author Zhihui Yang author Renfen Hu author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication li-etal-2025-ccl25-evalren https://aclanthology.org/2025.ccl-2.19/ 2025-08 157 165 Overview of CCL25-Eval Task 4: Factivity Inference Evaluation 2025 Guanliang Cong author Junchao Wu author Chen Yang author Tianqi Xun author Derek F Wong author Bin Li author Yulin Yuan author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication cong-etal-2025-overview https://aclanthology.org/2025.ccl-2.20/ 2025-08 166 180 System Report for CCL25-Eval Task 5: Data Augmentation and Large Language Model Fine Tuning for Chinese Ancient Poetry Comprehension and Inference Lichengfei Lichengfei author Chunyu Wang author Hanlin Li author Wenya Zhang author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication lichengfei-etal-2025-system https://aclanthology.org/2025.ccl-2.21/ 2025-08 181 186 CCL25-Eval任务5系统报告:基于风格改写与投票机制的中文古诗词赏析评测 Zhoupanpan Zhoupanpan author Yang Qingyi author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication zhoupanpan-qingyi-2025-ccl25 https://aclanthology.org/2025.ccl-2.22/ 2025-08 187 191 System Report for CCL25-Eval Task 5: Hierarchical Multi-Task Prompt Fine-Tuning and PPO Reinforcement for Classical Chinese Poetry Comprehension and Sentiment Reasoning Jingjun Tang author Zhiwen Tang author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication tang-tang-2025-system https://aclanthology.org/2025.ccl-2.23/ 2025-08 192 199 System Report for CCL25-Eval Task 5: New Dataset and LoRA-Fine-Tuned Qwen2.5 Haotao Xie author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication xie-2025-system https://aclanthology.org/2025.ccl-2.24/ 2025-08 200 205 CCL25-Eval 任务5系统报告:基于千问大模型的古诗词理解与推理研究 Jue Wang author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication wang-2025-ccl25 https://aclanthology.org/2025.ccl-2.25/ 2025-08 206 211 Overview of CCL25-Eval Task 5: Chinese Classical Poetry Appreciation Evaluation (CCPA) Task Zhenwu Pei author Yingjie Zhu author Rongbo Chen author Xuefeng Bai author Kehai Chen author Min Zhang author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication pei-etal-2025-overview https://aclanthology.org/2025.ccl-2.26/ 2025-08 212 219 System Report for CCL25-Eval Task 6: Chinese Essay Rhetoric Recognition Using LoRA, In-context Learning and Model Ensemble Yuxuan Lai author Xiajing Wang author Chen Zheng author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication lai-etal-2025-system https://aclanthology.org/2025.ccl-2.27/ 2025-08 220 232 CCL25-Eval 任务6系统报告:基于数据增强及大小模型协同的中小学作文修辞识别 Xuquan Zong author Jiyuan An author Xiang Fu author Luming Lu author Haonan Zhu author Liner Yang author Erhong Yang author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication zong-etal-2025-ccl25 https://aclanthology.org/2025.ccl-2.28/ 2025-08 233 243 System Report for CCL25-Eval Task 6: Enhancing Chinese Essay Rhetoric Recognition through Targeted Data Augmentation and Model Ensemble Voting Jingjun Tang author Zhiwen Tang author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication tang-tang-2025-system-report https://aclanthology.org/2025.ccl-2.29/ 2025-08 244 251 Overview of CCL25-Eval Task6: Chinese Essay Rhetoric Recognition Evaluation (CERRE) Yujiang Lu author Nuowei Liu author Yupei Ren author Yicheng Zhu author Man Lan author Xiaopeng Bai author Mofan Xu author Qingyu Liao author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication lu-etal-2025-overview https://aclanthology.org/2025.ccl-2.30/ 2025-08 252 260 CCL25-Eval任务7系统报告:基于古典汉语理解的双阶段多域微调解析框架魏祺哲魏祺哲 author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication wei-qi-zhe-2025-ccl25 https://aclanthology.org/2025.ccl-2.31/ 2025-08 261 270 CCL25-Eval任务7系统报告:学而不思则罔? 郑陈锐郑陈锐 author 朱奕澄朱奕澄 author 王欣雨王欣雨 author 姜伟麟姜伟麟 author 吴会腾吴会腾 author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication zheng-chen-rui-etal-2025-ccl25 https://aclanthology.org/2025.ccl-2.32/ 2025-08 271 277 System Report for CCL25-Eval Task 7: A Two-stage Framework for Aligning LLM to Chinese Literature via Fine-Tuning and Prompting Fan Su author Yiming Qin author Aijia Zhao author Zhenxu Wang author Zekang Huang author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication su-etal-2025-system https://aclanthology.org/2025.ccl-2.33/ 2025-08 278 287 Overview of CCL25-Eval Task 7: Chinese Literary Language Understanding Evaluation (ZhengMing) Kang Wang author Qing Wang author Min Peng author Kun Yue author Gang Hu author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication wang-etal-2025-overview https://aclanthology.org/2025.ccl-2.34/ 2025-08 288 297 CCL25-Eval任务7系统报告:微调与提示协同增强大语言模型的文学语义理解 Yang Qingyi author Zhoupanpan Zhoupanpan author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication qingyi-zhoupanpan-2025-ccl25 https://aclanthology.org/2025.ccl-2.35/ 2025-08 298 303 System Report for CCL25-Eval Task 8: Improving ICD Coding with Large Language Models via Disease Entity Recognition Tengxiao Lv author Juntao Li author Chao Liu author Haobin Yuan author Ling Luo author Jian Wang author Hongfei Lin author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication lv-etal-2025-system https://aclanthology.org/2025.ccl-2.36/ 2025-08 304 311 System Report for CCL25-Eval Task 8: Structured ICD Coding with LLM-Augmented Learning and Group-specific Classifiers Bo Wang author Kaiyuan Zhang author Chong Feng author Ge Shi author Jinhua Ye author Jiahao Teng author Shouzhen Wang author Fanqing Meng author Changsen Yuan author Yan Zhuang author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication wang-etal-2025-system https://aclanthology.org/2025.ccl-2.37/ 2025-08 312 321 CCL25-Eval任务8系统报告:基于规则奖励与自主思考强化学习的中文电子病历ICD诊断编码探索 Zou You author Lei Zhang author Xiaodong Liang author Kundong Mo author Guozitao Guozitao author Feng Wei author Chenzi Wang author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication you-etal-2025-ccl25 https://aclanthology.org/2025.ccl-2.38/ 2025-08 322 330 System Report for CCL25-Eval Task 8: ClinSplitFT: Enhancing ICD Coding in Chinese EMRs with Prompt Engineering and Candidate Set Splitting Pusheng Chen author Qiangyu Tan author Zhiwen Tang author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication chen-etal-2025-system-report https://aclanthology.org/2025.ccl-2.39/ 2025-08 331 337 CCL25-Eval任务8总结报告:中文电子病历ICD诊断编码评测 Zhenpeng Liang author Chuanlong Li author Ying Lian author Guoqiang Chen author Hongjiao Guan author Wenpeng Lu author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication liang-etal-2025-ccl25 https://aclanthology.org/2025.ccl-2.40/ 2025-08 338 346 CCL25-Eval任务9系统报告:中医辨证辨病及处方生成中的少样本数据增强方法 Zicheng Zuo author Jiamin Ren author Turdi Tohti author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication zuo-etal-2025-ccl25 https://aclanthology.org/2025.ccl-2.41/ 2025-08 347 354 CCL25-Eval任务9系统报告:一种面向中医辨证与处方生成任务的检索增强大模型方法 Yiyang Kang author Yao Jiaqi author Tengxiao Lv author Bo Xu author Ling Luo author Yuanyuan Sun author Hongfei Lin author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication kang-etal-2025-ccl25 https://aclanthology.org/2025.ccl-2.42/ 2025-08 355 362 CCL25-Eval 任务9系统报告:基于大模型及指令微调方法的中医辨证辨病及中药处方生成研究坑多洛夫斯基坑多洛夫斯基 author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication keng-duo-luo-fu-si-ji-2025-ccl25 https://aclanthology.org/2025.ccl-2.43/ 2025-08 363 368 System Report for CCL25-Eval Task 9: Leveraging Chain-of-Thought and Multi-task Learning for Optimized Traditional Chinese Medicine Diagnosis and Treatment 张坚张坚 author Wei Zhu author Zhiwen Tang author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication zhang-jian-etal-2025-system https://aclanthology.org/2025.ccl-2.44/ 2025-08 369 375 CCL25-Eval任务9总结报告:中医辨证辨病及中药处方生成评测 Cong Wang author Zhizhuo Zhao author Yishuo Li author Hongjiao Guan author Yifei Wang author Zhenyu Li author Wenpeng Lu author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication wang-etal-2025-ccl25-evalren https://aclanthology.org/2025.ccl-2.45/ 2025-08 376 386 Overview of CCL25-Eval Task 10: Fine-grained Chinese Hate Speech Identification Evaluation Task Junyu Lu author Zewen Bai author Shengdi Yin author Liang Yang author Hongfei Lin author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication lu-etal-2025-overview-ccl25 https://aclanthology.org/2025.ccl-2.46/ 2025-08 387 394 System Report for CCL25-Eval Task 10: SRAG-MAV for Fine-Grained Chinese Hate Speech Recognition Jiahao Wang author Ramen Liu author Longhui Zhang author Jing Li author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication wang-etal-2025-system-report https://aclanthology.org/2025.ccl-2.47/ 2025-08 395 402 System Report for CCL25-Eval Task 10: Prompt-Driven Large Language Model Merge for Fine-Grained Chinese Hate Speech Detection Binglin Wu author Jiaxiu Zou author Xianneng Li author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication wu-etal-2025-system https://aclanthology.org/2025.ccl-2.48/ 2025-08 403 410 CCL25-Eval任务10系统报告:面向细粒度中文仇恨言论识别的大语言模型增强 Fanjun Lin author Yanwei Zhang author Huang Yang author Zhiyuan Yao author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication lin-etal-2025-ccl25 https://aclanthology.org/2025.ccl-2.49/ 2025-08 411 418 CCL25-Eval任务10系统报告:基于动态线索增强提示与多阶段渐进优化的中文仇恨言论检测方法 LuRuan LuRuan author ZhaiBo ZhaiBo author Lei Zhang author Lie Bao author Zeyu Wang author Feng Wei author Chenzi Wang author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication luruan-etal-2025-ccl25 https://aclanthology.org/2025.ccl-2.50/ 2025-08 419 429 CCL25-Eval任务11系统报告:基于大模型微调的汉字硬笔书写质量自动评价 KongLulu KongLulu author Hongying Zan author Jinwang Song author LiuHaixin LiuHaixin author Yifan Li author Zhewei Luo author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication konglulu-etal-2025-ccl25 https://aclanthology.org/2025.ccl-2.51/ 2025-08 430 436 System Report for CCL25-Eval Task 11: Enhancing Chinese Character Handwriting Evaluation with Multimodal Large Language Models Xiaoqing Hong author Yunhan Li author Lyu Ni author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication hong-etal-2025-system https://aclanthology.org/2025.ccl-2.52/ 2025-08 437 443 System Report for CCL25-Eval Task 11: Aesthetic Assessment of Chinese Handwritings Based on Vision Language Models Chen Zheng author Yuxuan Lai author Haoyang Lu author Wentao Ma author Jitao Yang author Jian Wang author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication zheng-etal-2025-system https://aclanthology.org/2025.ccl-2.53/ 2025-08 444 451 Overview of CCL25-Eval Task 11: Evaluation of the Quality of Handwritten Chinese Characters Meng Wang author Shicong Lu author Zhidan Hu author Chen Su author Yujie Cao author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication wang-etal-2025-overview-ccl25 https://aclanthology.org/2025.ccl-2.54/ 2025-08 452 460 CCL25-Eval任务12系统报告:基于语音识别与大语言模型的中文语音实体关系三元组抽取方法 Zhishan Qiao author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication qiao-2025-ccl25 https://aclanthology.org/2025.ccl-2.55/ 2025-08 461 465 System Report for CCL25-Eval Task 12: Surpassing LLMs with a Simple Pipeline for Mandarin Spoken Entity-Relation Extraction Wuganjing Song author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication song-2025-system https://aclanthology.org/2025.ccl-2.56/ 2025-08 466 469 CCL25-Eval任务12系统报告:基于端到端模型以及指令微调方法的面向中文语音的实体关系三元组抽取研究坑多洛夫斯基坑多洛夫斯基 author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication keng-duo-luo-fu-si-ji-2025-ccl25-evalren https://aclanthology.org/2025.ccl-2.57/ 2025-08 470 474 CCL25-Eval任务12总结报告:面向中文语音的实体关系三元组抽取 Wenxuan Mu author Jinzhong Ning author Yilin Pan author Paerhati Tulajiang author Yuanyuan Sun author SongTao Li author Yanxu Ji author Weiming Yin author Yijia Zhang author Hongfei Lin author 2025-08 text Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025) Hongfei Lin editor Bin Li editor Hongye Tan editor Chinese Information Processing Society of China Jinan, China conference publication mu-etal-2025-ccl25 https://aclanthology.org/2025.ccl-2.58/ 2025-08 475 480