Proceedings of the 1st Joint Workshop on Large Language Models and Structure Modeling (XLLM 2025)

Proceedings of the 1st Joint Workshop on Large Language Models and Structure Modeling (XLLM 2025) Hao Fei editor Kewei Tu editor Yuhui Zhang editor Xiang Hu editor Wenjuan Han editor Zixia Jia editor Zilong Zheng editor Yixin Cao editor Meishan Zhang editor Wei Lu editor N Siddharth editor Lilja Øvrelid editor Nianwen Xue editor Yue Zhang editor 2025-08 Association for Computational Linguistics Vienna, Austria text conference publication 979-8-89176-286-2 xllm-ws-2025-1 10.18653/v1/2025.xllm-1.0 https://aclanthology.org/2025.xllm-1.0/ Fine-Tuning Large Language Models for Relation Extraction within a Retrieval-Augmented Generation Framework Sefika Efeoglu author Adrian Paschke author 2025-08 text Proceedings of the 1st Joint Workshop on Large Language Models and Structure Modeling (XLLM 2025) Hao Fei editor Kewei Tu editor Yuhui Zhang editor Xiang Hu editor Wenjuan Han editor Zixia Jia editor Zilong Zheng editor Yixin Cao editor Meishan Zhang editor Wei Lu editor N Siddharth editor Lilja Øvrelid editor Nianwen Xue editor Yue Zhang editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-286-2 efeoglu-paschke-2025-fine 10.18653/v1/2025.xllm-1.1 https://aclanthology.org/2025.xllm-1.1/ 2025-08 1 7 Benchmarking Table Extraction: Multimodal LLMs vs Traditional OCR Guilherme Nunes author Vitor Rolla author Duarte Pereira author Vasco Alves author Andre Carreiro author Márcia Baptista author 2025-08 text Proceedings of the 1st Joint Workshop on Large Language Models and Structure Modeling (XLLM 2025) Hao Fei editor Kewei Tu editor Yuhui Zhang editor Xiang Hu editor Wenjuan Han editor Zixia Jia editor Zilong Zheng editor Yixin Cao editor Meishan Zhang editor Wei Lu editor N Siddharth editor Lilja Øvrelid editor Nianwen Xue editor Yue Zhang editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-286-2 nunes-etal-2025-benchmarking 10.18653/v1/2025.xllm-1.2 https://aclanthology.org/2025.xllm-1.2/ 2025-08 8 15 Injecting Structured Knowledge into LLMs via Graph Neural Networks Zichao Li author Zong Ke author Puning Zhao author 2025-08 text Proceedings of the 1st Joint Workshop on Large Language Models and Structure Modeling (XLLM 2025) Hao Fei editor Kewei Tu editor Yuhui Zhang editor Xiang Hu editor Wenjuan Han editor Zixia Jia editor Zilong Zheng editor Yixin Cao editor Meishan Zhang editor Wei Lu editor N Siddharth editor Lilja Øvrelid editor Nianwen Xue editor Yue Zhang editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-286-2 li-etal-2025-injecting 10.18653/v1/2025.xllm-1.3 https://aclanthology.org/2025.xllm-1.3/ 2025-08 16 25 Regular-pattern-sensitive CRFs for Distant Label Interactions Sean Papay author Roman Klinger author Sebastian Padó author 2025-08 text Proceedings of the 1st Joint Workshop on Large Language Models and Structure Modeling (XLLM 2025) Hao Fei editor Kewei Tu editor Yuhui Zhang editor Xiang Hu editor Wenjuan Han editor Zixia Jia editor Zilong Zheng editor Yixin Cao editor Meishan Zhang editor Wei Lu editor N Siddharth editor Lilja Øvrelid editor Nianwen Xue editor Yue Zhang editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-286-2 papay-etal-2025-regular 10.18653/v1/2025.xllm-1.4 https://aclanthology.org/2025.xllm-1.4/ 2025-08 26 35 From Syntax to Semantics: Evaluating the Impact of Linguistic Structures on LLM-Based Information Extraction Anushka Swarup author Avanti Bhandarkar author Ronald Wilson author Tianyu Pan author Damon Woodard author 2025-08 text Proceedings of the 1st Joint Workshop on Large Language Models and Structure Modeling (XLLM 2025) Hao Fei editor Kewei Tu editor Yuhui Zhang editor Xiang Hu editor Wenjuan Han editor Zixia Jia editor Zilong Zheng editor Yixin Cao editor Meishan Zhang editor Wei Lu editor N Siddharth editor Lilja Øvrelid editor Nianwen Xue editor Yue Zhang editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-286-2 swarup-etal-2025-syntax 10.18653/v1/2025.xllm-1.5 https://aclanthology.org/2025.xllm-1.5/ 2025-08 36 48 Detecting Referring Expressions in Visually Grounded Dialogue with Autoregressive Language Models Bram Willemsen author Gabriel Skantze author 2025-08 text Proceedings of the 1st Joint Workshop on Large Language Models and Structure Modeling (XLLM 2025) Hao Fei editor Kewei Tu editor Yuhui Zhang editor Xiang Hu editor Wenjuan Han editor Zixia Jia editor Zilong Zheng editor Yixin Cao editor Meishan Zhang editor Wei Lu editor N Siddharth editor Lilja Øvrelid editor Nianwen Xue editor Yue Zhang editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-286-2 willemsen-skantze-2025-detecting 10.18653/v1/2025.xllm-1.6 https://aclanthology.org/2025.xllm-1.6/ 2025-08 49 60 Exploring Multilingual Probing in Large Language Models: A Cross-Language Analysis Daoyang Li author Haiyan Zhao author Qingcheng Zeng author Mengnan Du author 2025-08 text Proceedings of the 1st Joint Workshop on Large Language Models and Structure Modeling (XLLM 2025) Hao Fei editor Kewei Tu editor Yuhui Zhang editor Xiang Hu editor Wenjuan Han editor Zixia Jia editor Zilong Zheng editor Yixin Cao editor Meishan Zhang editor Wei Lu editor N Siddharth editor Lilja Øvrelid editor Nianwen Xue editor Yue Zhang editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-286-2 li-etal-2025-exploring-multilingual 10.18653/v1/2025.xllm-1.7 https://aclanthology.org/2025.xllm-1.7/ 2025-08 61 70 Self-Contrastive Loop of Thought Method for Text-to-SQL Based on Large Language Model Fengrui Kang author Mingxi Tan author Xianying Huang author Shiju Yang author 2025-08 text Proceedings of the 1st Joint Workshop on Large Language Models and Structure Modeling (XLLM 2025) Hao Fei editor Kewei Tu editor Yuhui Zhang editor Xiang Hu editor Wenjuan Han editor Zixia Jia editor Zilong Zheng editor Yixin Cao editor Meishan Zhang editor Wei Lu editor N Siddharth editor Lilja Øvrelid editor Nianwen Xue editor Yue Zhang editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-286-2 kang-2025-self 10.18653/v1/2025.xllm-1.8 https://aclanthology.org/2025.xllm-1.8/ 2025-08 71 85 Combining Automated and Manual Data for Effective Downstream Fine-Tuning of Transformers for Low-Resource Language Applications Ulyana Isaeva author Danil Astafurov author Nikita Martynov author 2025-08 text Proceedings of the 1st Joint Workshop on Large Language Models and Structure Modeling (XLLM 2025) Hao Fei editor Kewei Tu editor Yuhui Zhang editor Xiang Hu editor Wenjuan Han editor Zixia Jia editor Zilong Zheng editor Yixin Cao editor Meishan Zhang editor Wei Lu editor N Siddharth editor Lilja Øvrelid editor Nianwen Xue editor Yue Zhang editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-286-2 isaeva-etal-2025-combining 10.18653/v1/2025.xllm-1.9 https://aclanthology.org/2025.xllm-1.9/ 2025-08 86 90 Seamlessly Integrating Tree-Based Positional Embeddings into Transformer Models for Source Code Representation Patryk Bartkowiak author Filip Graliński author 2025-08 text Proceedings of the 1st Joint Workshop on Large Language Models and Structure Modeling (XLLM 2025) Hao Fei editor Kewei Tu editor Yuhui Zhang editor Xiang Hu editor Wenjuan Han editor Zixia Jia editor Zilong Zheng editor Yixin Cao editor Meishan Zhang editor Wei Lu editor N Siddharth editor Lilja Øvrelid editor Nianwen Xue editor Yue Zhang editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-286-2 bartkowiak-gralinski-2025-seamlessly 10.18653/v1/2025.xllm-1.10 https://aclanthology.org/2025.xllm-1.10/ 2025-08 91 98 Enhancing AMR Parsing with Group Relative Policy Optimization Botond Barta author Endre Hamerlik author Milán Nyist author Masato Ito author Judit Acs author 2025-08 text Proceedings of the 1st Joint Workshop on Large Language Models and Structure Modeling (XLLM 2025) Hao Fei editor Kewei Tu editor Yuhui Zhang editor Xiang Hu editor Wenjuan Han editor Zixia Jia editor Zilong Zheng editor Yixin Cao editor Meishan Zhang editor Wei Lu editor N Siddharth editor Lilja Øvrelid editor Nianwen Xue editor Yue Zhang editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-286-2 barta-etal-2025-enhancing 10.18653/v1/2025.xllm-1.11 https://aclanthology.org/2025.xllm-1.11/ 2025-08 99 105 Structure Modeling Approach for UD Parsing of Historical Modern Japanese Hiroaki Ozaki author Mai Omura author Kanako Komiya author Masayuki Asahara author Toshinobu Ogiso author 2025-08 text Proceedings of the 1st Joint Workshop on Large Language Models and Structure Modeling (XLLM 2025) Hao Fei editor Kewei Tu editor Yuhui Zhang editor Xiang Hu editor Wenjuan Han editor Zixia Jia editor Zilong Zheng editor Yixin Cao editor Meishan Zhang editor Wei Lu editor N Siddharth editor Lilja Øvrelid editor Nianwen Xue editor Yue Zhang editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-286-2 ozaki-etal-2025-structure 10.18653/v1/2025.xllm-1.12 https://aclanthology.org/2025.xllm-1.12/ 2025-08 106 114 BARTABSA++: Revisiting BARTABSA with Decoder LLMs Jan Pfister author Tom Völker author Anton Vlasjuk author Andreas Hotho author 2025-08 text Proceedings of the 1st Joint Workshop on Large Language Models and Structure Modeling (XLLM 2025) Hao Fei editor Kewei Tu editor Yuhui Zhang editor Xiang Hu editor Wenjuan Han editor Zixia Jia editor Zilong Zheng editor Yixin Cao editor Meishan Zhang editor Wei Lu editor N Siddharth editor Lilja Øvrelid editor Nianwen Xue editor Yue Zhang editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-286-2 pfister-etal-2025-bartabsa 10.18653/v1/2025.xllm-1.13 https://aclanthology.org/2025.xllm-1.13/ 2025-08 115 128 Typed-RAG: Type-Aware Decomposition of Non-Factoid Questions for Retrieval-Augmented Generation DongGeon Lee author Ahjeong Park author Hyeri Lee author Hyeonseo Nam author Yunho Maeng author 2025-08 text Proceedings of the 1st Joint Workshop on Large Language Models and Structure Modeling (XLLM 2025) Hao Fei editor Kewei Tu editor Yuhui Zhang editor Xiang Hu editor Wenjuan Han editor Zixia Jia editor Zilong Zheng editor Yixin Cao editor Meishan Zhang editor Wei Lu editor N Siddharth editor Lilja Øvrelid editor Nianwen Xue editor Yue Zhang editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-286-2 lee-etal-2025-typed 10.18653/v1/2025.xllm-1.14 https://aclanthology.org/2025.xllm-1.14/ 2025-08 129 152 Do we still need Human Annotators? Prompting Large Language Models for Aspect Sentiment Quad Prediction Nils Constantin Hellwig author Jakob Fehle author Udo Kruschwitz author Christian Wolff author 2025-08 text Proceedings of the 1st Joint Workshop on Large Language Models and Structure Modeling (XLLM 2025) Hao Fei editor Kewei Tu editor Yuhui Zhang editor Xiang Hu editor Wenjuan Han editor Zixia Jia editor Zilong Zheng editor Yixin Cao editor Meishan Zhang editor Wei Lu editor N Siddharth editor Lilja Øvrelid editor Nianwen Xue editor Yue Zhang editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-286-2 hellwig-etal-2025-still 10.18653/v1/2025.xllm-1.15 https://aclanthology.org/2025.xllm-1.15/ 2025-08 153 172 Can LLMs Interpret and Leverage Structured Linguistic Representations? A Case Study with AMRs Ankush Raut author Xiaofeng Zhu author Maria Leonor Pacheco author 2025-08 text Proceedings of the 1st Joint Workshop on Large Language Models and Structure Modeling (XLLM 2025) Hao Fei editor Kewei Tu editor Yuhui Zhang editor Xiang Hu editor Wenjuan Han editor Zixia Jia editor Zilong Zheng editor Yixin Cao editor Meishan Zhang editor Wei Lu editor N Siddharth editor Lilja Øvrelid editor Nianwen Xue editor Yue Zhang editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-286-2 raut-etal-2025-llms 10.18653/v1/2025.xllm-1.16 https://aclanthology.org/2025.xllm-1.16/ 2025-08 173 185 LLM Dependency Parsing with In-Context Rules Michael Ginn author Alexis Palmer author 2025-08 text Proceedings of the 1st Joint Workshop on Large Language Models and Structure Modeling (XLLM 2025) Hao Fei editor Kewei Tu editor Yuhui Zhang editor Xiang Hu editor Wenjuan Han editor Zixia Jia editor Zilong Zheng editor Yixin Cao editor Meishan Zhang editor Wei Lu editor N Siddharth editor Lilja Øvrelid editor Nianwen Xue editor Yue Zhang editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-286-2 ginn-palmer-2025-llm 10.18653/v1/2025.xllm-1.17 https://aclanthology.org/2025.xllm-1.17/ 2025-08 186 196 Cognitive Mirroring for DocRE: A Self-Supervised Iterative Reflection Framework with Triplet-Centric Explicit and Implicit Feedback Xu Han author Bo Wang author Yueheng Sun author Dongming Zhao author Zongfeng Qu author Ruifang He author Yuexian Hou author Qinghua Hu author 2025-08 text Proceedings of the 1st Joint Workshop on Large Language Models and Structure Modeling (XLLM 2025) Hao Fei editor Kewei Tu editor Yuhui Zhang editor Xiang Hu editor Wenjuan Han editor Zixia Jia editor Zilong Zheng editor Yixin Cao editor Meishan Zhang editor Wei Lu editor N Siddharth editor Lilja Øvrelid editor Nianwen Xue editor Yue Zhang editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-286-2 han-etal-2025-cognitive 10.18653/v1/2025.xllm-1.18 https://aclanthology.org/2025.xllm-1.18/ 2025-08 197 217 Cross-Document Event-Keyed Summarization William Walden author Pavlo Kuchmiichuk author Alexander Martin author Chihsheng Jin author Angela Cao author Claire Sun author Curisia Allen author Aaron Steven White author 2025-08 text Proceedings of the 1st Joint Workshop on Large Language Models and Structure Modeling (XLLM 2025) Hao Fei editor Kewei Tu editor Yuhui Zhang editor Xiang Hu editor Wenjuan Han editor Zixia Jia editor Zilong Zheng editor Yixin Cao editor Meishan Zhang editor Wei Lu editor N Siddharth editor Lilja Øvrelid editor Nianwen Xue editor Yue Zhang editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-286-2 walden-etal-2025-cross 10.18653/v1/2025.xllm-1.19 https://aclanthology.org/2025.xllm-1.19/ 2025-08 218 241 Transfer of Structural Knowledge from Synthetic Languages Mikhail Budnikov author Ivan Yamshchikov author 2025-08 text Proceedings of the 1st Joint Workshop on Large Language Models and Structure Modeling (XLLM 2025) Hao Fei editor Kewei Tu editor Yuhui Zhang editor Xiang Hu editor Wenjuan Han editor Zixia Jia editor Zilong Zheng editor Yixin Cao editor Meishan Zhang editor Wei Lu editor N Siddharth editor Lilja Øvrelid editor Nianwen Xue editor Yue Zhang editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-286-2 budnikov-yamshchikov-2025-transfer 10.18653/v1/2025.xllm-1.20 https://aclanthology.org/2025.xllm-1.20/ 2025-08 242 251 Language Models are Universal Embedders Xin Zhang author Zehan Li author Yanzhao Zhang author Dingkun Long author Pengjun Xie author Meishan Zhang author Min Zhang author 2025-08 text Proceedings of the 1st Joint Workshop on Large Language Models and Structure Modeling (XLLM 2025) Hao Fei editor Kewei Tu editor Yuhui Zhang editor Xiang Hu editor Wenjuan Han editor Zixia Jia editor Zilong Zheng editor Yixin Cao editor Meishan Zhang editor Wei Lu editor N Siddharth editor Lilja Øvrelid editor Nianwen Xue editor Yue Zhang editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-286-2 zhang-etal-2025-language 10.18653/v1/2025.xllm-1.21 https://aclanthology.org/2025.xllm-1.21/ 2025-08 252 265 DiaDP@XLLM25: Advancing Chinese Dialogue Parsing via Unified Pretrained Language Models and Biaffine Dependency Scoring Shuoqiu Duan author Xiaoliang Chen author Duoqian Miao author Xu Gu author Xianyong Li author Yajun Du author 2025-08 text Proceedings of the 1st Joint Workshop on Large Language Models and Structure Modeling (XLLM 2025) Hao Fei editor Kewei Tu editor Yuhui Zhang editor Xiang Hu editor Wenjuan Han editor Zixia Jia editor Zilong Zheng editor Yixin Cao editor Meishan Zhang editor Wei Lu editor N Siddharth editor Lilja Øvrelid editor Nianwen Xue editor Yue Zhang editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-286-2 duan-etal-2025-diadp 10.18653/v1/2025.xllm-1.22 https://aclanthology.org/2025.xllm-1.22/ 2025-08 266 273 LLMSR@XLLM25: Less is More: Enhancing Structured Multi-Agent Reasoning via Quality-Guided Distillation Jiahao Yuan author Xingzhe Sun author Xing Yu author Jingwen Wang author Dehui Du author Zhiqing Cui author Zixiang Di author 2025-08 text Proceedings of the 1st Joint Workshop on Large Language Models and Structure Modeling (XLLM 2025) Hao Fei editor Kewei Tu editor Yuhui Zhang editor Xiang Hu editor Wenjuan Han editor Zixia Jia editor Zilong Zheng editor Yixin Cao editor Meishan Zhang editor Wei Lu editor N Siddharth editor Lilja Øvrelid editor Nianwen Xue editor Yue Zhang editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-286-2 yuan-etal-2025-llmsr 10.18653/v1/2025.xllm-1.23 https://aclanthology.org/2025.xllm-1.23/ 2025-08 274 282 SpeechEE@XLLM25: End-to-End Structured Event Extraction from Speech Soham Chaudhuri author Diganta Biswas author Dipanjan Saha author Dipankar Das author Sivaji Bandyopadhyay author 2025-08 text Proceedings of the 1st Joint Workshop on Large Language Models and Structure Modeling (XLLM 2025) Hao Fei editor Kewei Tu editor Yuhui Zhang editor Xiang Hu editor Wenjuan Han editor Zixia Jia editor Zilong Zheng editor Yixin Cao editor Meishan Zhang editor Wei Lu editor N Siddharth editor Lilja Øvrelid editor Nianwen Xue editor Yue Zhang editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-286-2 chaudhuri-etal-2025-speechee 10.18653/v1/2025.xllm-1.24 https://aclanthology.org/2025.xllm-1.24/ 2025-08 283 287 DocIE@XLLM25: ZeroSemble - Robust and Efficient Zero-Shot Document Information Extraction with Heterogeneous Large Language Model Ensembles Nguyen Pham Hoang Le author An Dinh Thien author Son T. Luu author Kiet Van Nguyen author 2025-08 text Proceedings of the 1st Joint Workshop on Large Language Models and Structure Modeling (XLLM 2025) Hao Fei editor Kewei Tu editor Yuhui Zhang editor Xiang Hu editor Wenjuan Han editor Zixia Jia editor Zilong Zheng editor Yixin Cao editor Meishan Zhang editor Wei Lu editor N Siddharth editor Lilja Øvrelid editor Nianwen Xue editor Yue Zhang editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-286-2 le-etal-2025-docie 10.18653/v1/2025.xllm-1.25 https://aclanthology.org/2025.xllm-1.25/ 2025-08 288 297 DocIE@XLLM25: In-Context Learning for Information Extraction using Fully Synthetic Demonstrations Nicholas Popovic author Ashish Kangen author Tim Schopf author Michael Färber author 2025-08 text Proceedings of the 1st Joint Workshop on Large Language Models and Structure Modeling (XLLM 2025) Hao Fei editor Kewei Tu editor Yuhui Zhang editor Xiang Hu editor Wenjuan Han editor Zixia Jia editor Zilong Zheng editor Yixin Cao editor Meishan Zhang editor Wei Lu editor N Siddharth editor Lilja Øvrelid editor Nianwen Xue editor Yue Zhang editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-286-2 popovic-etal-2025-docie 10.18653/v1/2025.xllm-1.26 https://aclanthology.org/2025.xllm-1.26/ 2025-08 298 309 LLMSR@XLLM25: Integrating Reasoning Prompt Strategies with Structural Prompt Formats for Enhanced Logical Inference Le Tai author Thin Van author 2025-08 text Proceedings of the 1st Joint Workshop on Large Language Models and Structure Modeling (XLLM 2025) Hao Fei editor Kewei Tu editor Yuhui Zhang editor Xiang Hu editor Wenjuan Han editor Zixia Jia editor Zilong Zheng editor Yixin Cao editor Meishan Zhang editor Wei Lu editor N Siddharth editor Lilja Øvrelid editor Nianwen Xue editor Yue Zhang editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-286-2 tai-van-2025-llmsr 10.18653/v1/2025.xllm-1.27 https://aclanthology.org/2025.xllm-1.27/ 2025-08 310 316 DocIE@XLLM25: UIEPrompter: A Unified Training-Free Framework for universal document-level information extraction via Structured Prompt Chengfeng Qiu author Lifeng Zhou author Kaifeng Wei author Yuke Li author 2025-08 text Proceedings of the 1st Joint Workshop on Large Language Models and Structure Modeling (XLLM 2025) Hao Fei editor Kewei Tu editor Yuhui Zhang editor Xiang Hu editor Wenjuan Han editor Zixia Jia editor Zilong Zheng editor Yixin Cao editor Meishan Zhang editor Wei Lu editor N Siddharth editor Lilja Øvrelid editor Nianwen Xue editor Yue Zhang editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-286-2 qiu-etal-2025-docie 10.18653/v1/2025.xllm-1.28 https://aclanthology.org/2025.xllm-1.28/ 2025-08 317 321 LLMSR@XLLM25: SWRV: Empowering Self-Verification of Small Language Models through Step-wise Reasoning and Verification Danchun Chen author 2025-08 text Proceedings of the 1st Joint Workshop on Large Language Models and Structure Modeling (XLLM 2025) Hao Fei editor Kewei Tu editor Yuhui Zhang editor Xiang Hu editor Wenjuan Han editor Zixia Jia editor Zilong Zheng editor Yixin Cao editor Meishan Zhang editor Wei Lu editor N Siddharth editor Lilja Øvrelid editor Nianwen Xue editor Yue Zhang editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-286-2 chen-2025-llmsr 10.18653/v1/2025.xllm-1.29 https://aclanthology.org/2025.xllm-1.29/ 2025-08 322 335 LLMSR@XLLM25: An Empirical Study of LLM for Structural Reasoning Xinye Li author Mingqi Wan author Dianbo Sui author 2025-08 text Proceedings of the 1st Joint Workshop on Large Language Models and Structure Modeling (XLLM 2025) Hao Fei editor Kewei Tu editor Yuhui Zhang editor Xiang Hu editor Wenjuan Han editor Zixia Jia editor Zilong Zheng editor Yixin Cao editor Meishan Zhang editor Wei Lu editor N Siddharth editor Lilja Øvrelid editor Nianwen Xue editor Yue Zhang editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-286-2 li-etal-2025-llmsr 10.18653/v1/2025.xllm-1.30 https://aclanthology.org/2025.xllm-1.30/ 2025-08 336 341 LLMSR@XLLM25: A Language Model-Based Pipeline for Structured Reasoning Data Construction Hongrui Xing author Xinzhang Liu author Zhuo Jiang author Zhihao Yang author Yitong Yao author Zihan Wang author Wenmin Deng author Chao Wang author Shuangyong Song author Wang Yang author Zhongjiang He author Yongxiang Li author 2025-08 text Proceedings of the 1st Joint Workshop on Large Language Models and Structure Modeling (XLLM 2025) Hao Fei editor Kewei Tu editor Yuhui Zhang editor Xiang Hu editor Wenjuan Han editor Zixia Jia editor Zilong Zheng editor Yixin Cao editor Meishan Zhang editor Wei Lu editor N Siddharth editor Lilja Øvrelid editor Nianwen Xue editor Yue Zhang editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-286-2 xing-etal-2025-llmsr 10.18653/v1/2025.xllm-1.31 https://aclanthology.org/2025.xllm-1.31/ 2025-08 342 350 SpeechEE@XLLM25: Retrieval-Enhanced Few-Shot Prompting for Speech Event Extraction Máté Gedeon author 2025-08 text Proceedings of the 1st Joint Workshop on Large Language Models and Structure Modeling (XLLM 2025) Hao Fei editor Kewei Tu editor Yuhui Zhang editor Xiang Hu editor Wenjuan Han editor Zixia Jia editor Zilong Zheng editor Yixin Cao editor Meishan Zhang editor Wei Lu editor N Siddharth editor Lilja Øvrelid editor Nianwen Xue editor Yue Zhang editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-286-2 gedeon-2025-speechee 10.18653/v1/2025.xllm-1.32 https://aclanthology.org/2025.xllm-1.32/ 2025-08 351 361