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# Findings of the Association for Computational Linguistics 2025: all accepted papers

3,414 papers · page 31 of 35 · the most cited first · [← Findings of the Association for Computational Linguistics 2025](https://md.research.elamur.ai/free/en/venues/findings/2025/)

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3001. **[Quantifying Compositionality of Classic and State-of-the-Art Embeddings ↗](https://aclanthology.org/2025.findings-emnlp.1206/)**Zhijin Guo, Chenhao Xue, Zhaozhen Xu et al.
3002. **[Quantifying and Mitigating Selection Bias in LLMs: A Transferable LoRA Fine-Tuning and Efficient Majority Voting Approach ↗](https://aclanthology.org/2025.findings-ijcnlp.127/)**Blessed Guda, Lawrence Francis, Gabrial Zencha Ashungafac et al.
3003. **[Quantifying the Risks of LLM- and Tool-assisted Rephrasing to Linguistic Diversity ↗](https://aclanthology.org/2025.findings-emnlp.1228/)**Mengying Wang, Andreas Spitz
3004. **[Quantile Regression with Large Language Models for Price Prediction ↗](https://aclanthology.org/2025.findings-acl.641/)**Nikhita Vedula, Dushyanta Dhyani, Laleh Jalali et al.
3005. **[Query Optimization for Parametric Knowledge Refinement in Retrieval-Augmented Large Language Models ↗](https://aclanthology.org/2025.findings-emnlp.193/)**Youan Cong, Pritom Saha Akash, Cheng Wang et al.
3006. **[Question Answering in Climate Adaptation for Agriculture: Model Development and Evaluation with Expert Feedback ↗](https://aclanthology.org/2025.findings-acl.368/)**Vincent Nguyen, Sarvnaz Karimi, Willow Hallgren et al.
3007. **[R2A-TLS: Reflective Retrieval-Augmented Timeline Summarization with Causal-Semantic Integration ↗](https://aclanthology.org/2025.findings-emnlp.40/)**Chenlong Bao, Shijie Li, Minghao Hu et al.
3008. **[RAC: Efficient LLM Factuality Correction with Retrieval Augmentation ↗](https://aclanthology.org/2025.findings-emnlp.1370/)**Changmao Li, Jeffrey Flanigan
3009. **[RACQC: Advanced Retrieval-Augmented Generation for Chinese Query Correction ↗](https://aclanthology.org/2025.findings-emnlp.36/)**Jinbo Su, Lingzhe Gao, Wei Li et al.
3010. **[RAISE: Reinforced Adaptive Instruction Selection For Large Language Models ↗](https://aclanthology.org/2025.findings-emnlp.628/)**Qingsong Lv, Yangning Li, Zihua Lan et al.
3011. **[REAR: Reinforced Reasoning Optimization for Event Argument Extraction with Relation-Aware Support ↗](https://aclanthology.org/2025.findings-emnlp.421/)**Jianwen Luo, Yu Hong, Shuai Yang et al.
3012. **[RECAST: Retrieval-Augmented Contextual ASR via Decoder-State Keyword Spotting ↗](https://aclanthology.org/2025.findings-emnlp.203/)**Ashish Mittal, Sunita Sarawagi, Preethi Jyothi
3013. **[REGen: A Reliable Evaluation Framework for Generative Event Argument Extraction ↗](https://aclanthology.org/2025.findings-emnlp.649/)**Omar Sharif, Joseph Gatto, Madhusudan Basak et al.
3014. **[RELIC: Enhancing Reward Model Generalization for Low-Resource Indic Languages with Few-Shot Examples ↗](https://aclanthology.org/2025.findings-emnlp.79/)**Soumya Suvra Ghosal, Vaibhav Singh, Akash Ghosh et al.
3015. **[REVS: Unlearning Sensitive Information in Language Models via Rank Editing in the Vocabulary Space ↗](https://aclanthology.org/2025.findings-acl.763/)**Tomer Ashuach, Martin Tutek, Yonatan Belinkov
3016. **[RG-VQA: Leveraging Retriever-Generator Pipelines for Knowledge Intensive Visual Question Answering ↗](https://aclanthology.org/2025.findings-emnlp.1306/)**Settaluri Lakshmi Sravanthi, Pulkit Agarwal, Debjyoti Mondal et al.
3017. **[RLMEval: Evaluating Research-Level Neural Theorem Proving ↗](https://aclanthology.org/2025.findings-emnlp.581/)**Auguste Poiroux, Antoine Bosselut, Viktor Kunčak
3018. **[RMTBench: Benchmarking LLMs Through Multi-Turn User-Centric Role-Playing ↗](https://aclanthology.org/2025.findings-emnlp.730/)**Hao Xiang, Tianyi Tang, Yang Su et al.
3019. **[ROSE: A Reward-Oriented Data Selection Framework for LLM Task-Specific Instruction Tuning ↗](https://aclanthology.org/2025.findings-emnlp.710/)**Yang Wu, Huayi Zhang, Yizheng Jiao et al.
3020. **[RTTC: Reward-Guided Collaborative Test-Time Compute ↗](https://aclanthology.org/2025.findings-emnlp.1349/)**Juan Pablo Munoz, Jinjie Yuan
3021. **[Radical Allomorphy: Phonological Surface Forms without Phonology ↗](https://aclanthology.org/2025.findings-emnlp.1113/)**Salam Khalifa, Nizar Habash, Owen Rambow
3022. **[Random Splitting Negatively Impacts NER Evaluation: Quantifying and Eliminating the Overestimation of NER Performance ↗](https://aclanthology.org/2025.findings-acl.504/)**Florian Babl, Moritz Hennen, Jakob Murauer et al.
3023. **[Rationalize and Align: Enhancing Writing Assistance with Rationale via Self-Training for Improved Alignment ↗](https://aclanthology.org/2025.findings-acl.1383/)**Hannan Cao, Hai Ye, Hwee Tou Ng
3024. **[ReAL: How Can LLMs Simulate the Real Teacher? Retrieval-enhanced Agent for Adaptive Learning ↗](https://aclanthology.org/2025.findings-emnlp.11/)**Rui Lv, Qi Liu, Weibo Gao et al.
3025. **[ReCoVeR the Target Language: Language Steering without Sacrificing Task Performance ↗](https://aclanthology.org/2025.findings-emnlp.1056/)**Hannah Sterz, Fabian David Schmidt, Goran Glavaš et al.
3026. **[ReFLAIR: Enhancing Multimodal Reasoning via Structured Reflection and Reward-Guided Learning ↗](https://aclanthology.org/2025.findings-emnlp.1384/)**Jiazhou Ji, Xinru Lu
3027. **[ReLoop: “Seeing Twice and Thinking Backwards” via Closed-loop Training to Mitigate Hallucinations in Multimodal understanding ↗](https://aclanthology.org/2025.findings-emnlp.222/)**Jianjiang Yang, Yanshu Li, Ziyan Huang
3028. **[ReTAG: Retrieval-Enhanced, Topic-Augmented Graph-Based Global Sensemaking ↗](https://aclanthology.org/2025.findings-emnlp.1212/)**Boyoung Kim, Dosung Lee, Sumin An et al.
3029. **[Real, Fake, or Manipulated? Detecting Machine-Influenced Text ↗](https://aclanthology.org/2025.findings-emnlp.812/)**Yitong Wang, Zhongping Zhang, Margherita Piana et al.
3030. **[Real-World Summarization: When Evaluation Reaches Its Limits ↗](https://aclanthology.org/2025.findings-emnlp.1363/)**Patrícia Schmidtová, Ondrej Dusek, Saad Mahamood
3031. **[RealBench: A Chinese Multi-image Understanding Benchmark Close to Real-world Scenarios ↗](https://aclanthology.org/2025.findings-emnlp.1039/)**Fei Zhao, Chengqiang Lu, Yufan Shen et al.
3032. **[ReasonerRank: Redefining Language Model Evaluation with Ground-Truth-Free Ranking Frameworks ↗](https://aclanthology.org/2025.findings-acl.700/)**Jiamu Zhang, Jiayi Yuan, Andrew Wen et al.
3033. **[Reasoning Does Not Necessarily Improve Role-Playing Ability ↗](https://aclanthology.org/2025.findings-acl.537/)**Xiachong Feng, Longxu Dou, Lingpeng Kong
3034. **[Reasoning Enhanced Missing Knowledge Retrieval Augmented Generation Framework for Domain Specific Question Answering ↗](https://aclanthology.org/2025.findings-ijcnlp.85/)**Yuanjun Shi, Zhaopeng Qiu
3035. **[Recipe2Plan: Evaluating Planning Abilities of LLMs for Efficient and Feasible Multitasking with Time Constraints Between Actions ↗](https://aclanthology.org/2025.findings-emnlp.229/)**Zirui Wu, Xiao Liu, Jiayi Li et al.
3036. **[RefVNLI: Towards Scalable Evaluation of Subject-driven Text-to-image Generation ↗](https://aclanthology.org/2025.findings-emnlp.447/)**Aviv Slobodkin, Hagai Taitelbaum, Yonatan Bitton et al.
3037. **[Refined Assessment for Translation Evaluation: Rethinking Machine Translation Evaluation in the Era of Human-Level Systems ↗](https://aclanthology.org/2025.findings-emnlp.1203/)**Dmitry Popov, Vladislav Negodin, Ekaterina Enikeeva et al.
3038. **[Regional-TinyStories: A Small Language Model Framework for Evaluating Language Learning, Tokenizers, and Datasets ↗](https://aclanthology.org/2025.findings-ijcnlp.142/)**Nirvan Patil, Malhar Abhay Inamdar, Agnivo Gosai et al.
3039. **[Regularized Contrastive Decoding with Hard Negative Samples for LLM Hallucination Mitigation ↗](https://aclanthology.org/2025.findings-emnlp.322/)**Haonan Sheng, Dou Hu, Lingwei Wei et al.
3040. **[Reinforcing Compositional Retrieval: Retrieving Step-by-Step for Composing Informative Contexts ↗](https://aclanthology.org/2025.findings-acl.396/)**Quanyu Long, Jianda Chen, Zhengyuan Liu et al.
3041. **[RelEdit: Evaluating Conceptual Knowledge Editing in Language Models via Relational Reasoning ↗](https://aclanthology.org/2025.findings-acl.533/)**Yifan Niu, Miao Peng, Nuo Chen et al.
3042. **[Relevance Scores Calibration for Ranked List Truncation via TMP Adapter ↗](https://aclanthology.org/2025.findings-acl.402/)**Pavel Posokhov, Sergei Masliukhin, Skrylnikov Stepan et al.
3043. **[Reliability Crisis of Reference-free Metrics for Grammatical Error Correction ↗](https://aclanthology.org/2025.findings-emnlp.1356/)**Takumi Goto, Yusuke Sakai, Taro Watanabe
3044. **[Removing Prompt-template Bias in Reinforcement Learning from Human Feedback ↗](https://aclanthology.org/2025.findings-acl.1237/)**Chaojie Wang, Haonan Shi, Long Tian et al.
3045. **[RepoDebug: Repository-Level Multi-Task and Multi-Language Debugging Evaluation of Large Language Models ↗](https://aclanthology.org/2025.findings-emnlp.1294/)**Jingjing Liu, Zeming Liu, Zihao Cheng et al.
3046. **[Representation-based Broad Hallucination Detectors Fail to Generalize Out of Distribution ↗](https://aclanthology.org/2025.findings-emnlp.952/)**Zuzanna Dubanowska, Maciej Żelaszczyk, Michał Brzozowski et al.
3047. **[Representation-to-Creativity (R2C): Automated Holistic Scoring Model for Essay Creativity ↗](https://aclanthology.org/2025.findings-naacl.292/)**Deokgi Kim, Joonyoung Jo, Byung-Won On et al.
3048. **[Representing LLMs in Prompt Semantic Task Space ↗](https://aclanthology.org/2025.findings-emnlp.456/)**Idan Kashani, Avi Mendelson, Yaniv Nemcovsky
3049. **[Research Community Perspectives on “Intelligence” and Large Language Models ↗](https://aclanthology.org/2025.findings-acl.1324/)**Bertram Højer, Terne Sasha Thorn Jakobsen, Anna Rogers et al.
3050. **[Residualized Similarity for Faithfully Explainable Authorship Verification ↗](https://aclanthology.org/2025.findings-emnlp.856/)**Peter Zeng, Pegah Alipoormolabashi, Jihu Mun et al.
3051. **[Rethinking Personality Assessment from Human-Agent Dialogues: Fewer Rounds May Be Better Than More ↗](https://aclanthology.org/2025.findings-emnlp.287/)**Baiqiao Zhang, Zhifeng Liao, Xiangxian Li et al.
3052. **[Rethinking Sign Language Translation: The Impact of Signer Dependence on Model Evaluation ↗](https://aclanthology.org/2025.findings-emnlp.997/)**Keren Artiaga, Sabyasachi Kamila, Haithem Afli et al.
3053. **[Rethinking Smoothness for Fast and Adaptable Entity Alignment Decoding ↗](https://aclanthology.org/2025.findings-naacl.255/)**Yuanyi Wang, Han Li, Haifeng Sun et al.
3054. **[Retrieval-Augmented Language Models are Mimetic Theorem Provers ↗](https://aclanthology.org/2025.findings-emnlp.1162/)**Wenjie Yang, Ruiyuan Huang, Jiaxing Guo et al.
3055. **[Retrieval-Augmented Process Reward Model for Generalizable Mathematical Reasoning ↗](https://aclanthology.org/2025.findings-acl.444/)**Jiachen Zhu, Congmin Zheng, Jianghao Lin et al.
3056. **[Reveal and Release: Iterative LLM Unlearning with Self-generated Data ↗](https://aclanthology.org/2025.findings-emnlp.1298/)**Linxi Xie, Xin Teng, Shichang Ke et al.
3057. **[Reverse Preference Optimization for Complex Instruction Following ↗](https://aclanthology.org/2025.findings-acl.1064/)**Xiang Huang, Ting-En Lin, Feiteng Fang et al.
3058. **[Review-Instruct: A Review-Driven Multi-Turn Conversations Generation Method for Large Language Models ↗](https://aclanthology.org/2025.findings-acl.851/)**Jiangxu Wu, Cong Wang, TianHuang Su et al.
3059. **[Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps ↗](https://aclanthology.org/2025.findings-acl.139/)**Jiashun Cheng, Aochuan Chen, Nuo Chen et al.
3060. **[Revisiting Self-Consistency from Dynamic Distributional Alignment Perspective on Answer Aggregation ↗](https://aclanthology.org/2025.findings-acl.1293/)**Yiwei Li, Ji Zhang, Shaoxiong Feng et al.
3061. **[Reward Generalization in RLHF: A Topological Perspective ↗](https://aclanthology.org/2025.findings-acl.820/)**Tianyi Alex Qiu, Fanzhi Zeng, Jiaming Ji et al.
3062. **[Reward Mixology: Crafting Hybrid Signals for Reinforcement Learning Driven In-Context Learning ↗](https://aclanthology.org/2025.findings-emnlp.234/)**Changshuo Zhang, Ang Gao, Xiao Zhang et al.
3063. **[RewriteNets: End-to-End Trainable String-Rewriting for Generative Sequence Modeling ↗](https://aclanthology.org/2025.findings-ijcnlp.26/)**Harshil Vejendla
3064. **[Richer Output for Richer Countries: Uncovering Geographical Disparities in Generated Stories and Travel Recommendations ↗](https://aclanthology.org/2025.findings-naacl.262/)**Kirti Bhagat, Kinshuk Vasisht, Danish Pruthi
3065. **[Riemannian Optimization for LoRA on the Stiefel Manifold ↗](https://aclanthology.org/2025.findings-emnlp.1143/)**JuneYoung Park, Minjae Kang, Seongbae Lee et al.
3066. **[RingFormer: Rethinking Recurrent Transformer with Adaptive Level Signals ↗](https://aclanthology.org/2025.findings-emnlp.1182/)**Jaemu Heo, Eldor Fozilov, Hyunmin Song et al.
3067. **[Robust Bias Detection in MLMs and its Application to Human Trait Ratings ↗](https://aclanthology.org/2025.findings-naacl.272/)**Ingroj Shrestha, Louis Tay, Padmini Srinivasan
3068. **[Robust Knowledge Editing via Explicit Reasoning Chains for Distractor-Resilient Multi-Hop QA ↗](https://aclanthology.org/2025.findings-emnlp.786/)**Yuchen Wu, Liang Ding, Li Shen et al.
3069. **[Robust and Minimally Invasive Watermarking for EaaS ↗](https://aclanthology.org/2025.findings-acl.112/)**Zongqi Wang, Baoyuan Wu, Jingyuan Deng et al.
3070. **[Role-Guided Annotation and Prototype-Aligned Representation Learning for Historical Literature Sentiment Classification ↗](https://aclanthology.org/2025.findings-emnlp.201/)**Hongfei Du, Jiacheng Shi, Jacobo Myerston et al.
3071. **[RoleMRC: A Fine-Grained Composite Benchmark for Role-Playing and Instruction-Following ↗](https://aclanthology.org/2025.findings-acl.1082/)**Junru Lu, Jiazheng Li, Guodong Shen et al.
3072. **[RusCode: Russian Cultural Code Benchmark for Text-to-Image Generation ↗](https://aclanthology.org/2025.findings-naacl.425/)**Viacheslav Vasilev, Julia Agafonova, Nikolai Gerasimenko et al.
3073. **[Rust-doctor: Enhanced Feature for Rust Ownership and Lifetime Repair with Balanced Training Data Generation ↗](https://aclanthology.org/2025.findings-emnlp.179/)**Wenzhang Yang, Xiaoning Ren, Cuifeng Gao et al.
3074. **[SA-CLIP: Language Guided Image Spatial and Action Feature Learning ↗](https://aclanthology.org/2025.findings-emnlp.1134/)**Guanlin Li, Wenhao Shao, Praboda Rajapaksha et al.
3075. **[SACL: Understanding and Combating Textual Bias in Code Retrieval with Semantic-Augmented Reranking and Localization ↗](https://aclanthology.org/2025.findings-emnlp.1365/)**Dhruv Gupta, Gayathri Ganesh Lakshmy, Yiqing Xie
3076. **[SAFR: Neuron Redistribution for Interpretability ↗](https://aclanthology.org/2025.findings-naacl.112/)**Ruidi Chang, Chunyuan Deng, Hanjie Chen
3077. **[SCDTour: Embedding Axis Ordering and Merging for Interpretable Semantic Change Detection ↗](https://aclanthology.org/2025.findings-emnlp.797/)**Taichi Aida, Danushka Bollegala
3078. **[SCE: Semantic Consistency Enhanced Reinforcement Learning for Multi-Hop Knowledge Graph Reasoning ↗](https://aclanthology.org/2025.findings-emnlp.289/)**Yanwen Huang, Yao Liu, Qiao Liu et al.
3079. **[SCOPE: Compress Mathematical Reasoning Steps for Efficient Automated Process Annotation ↗](https://aclanthology.org/2025.findings-acl.1251/)**Huimin Xu, Xin Mao, Feng-Lin Li et al.
3080. **[SCoder: Progressive Self-Distillation for Bootstrapping Small-Scale Data Synthesizers to Empower Code LLMs ↗](https://aclanthology.org/2025.findings-emnlp.1136/)**Xinyu Zhang, Changzhi Zhou, Linmei Hu et al.
3081. **[SEER: The Span-based Emotion Evidence Retrieval Benchmark ↗](https://aclanthology.org/2025.findings-ijcnlp.76/)**Aneesha Sampath, Oya Aran, Emily Mower Provost
3082. **[SEEval: Advancing LLM Text Evaluation Efficiency and Accuracy through Self-Explanation Prompting ↗](https://aclanthology.org/2025.findings-naacl.411/)**Meng-Chen Wu, Md Mosharaf Hossain, Tess Wood et al.
3083. **[SENTRA: Selected-Next-Token Transformer for LLM Text Detection ↗](https://aclanthology.org/2025.findings-emnlp.1004/)**Mitchell Plyler, Yilun Zhang, Alexander Tuzhilin et al.
3084. **[SGCD: Subtask-Guided Causal-Debiasing Framework for Robust Cross-Utterance Sentiment Quadruple Extraction in Dialogues ↗](https://aclanthology.org/2025.findings-emnlp.613/)**Xiang Li, Keyu Yao, Gang Shen
3085. **[SGDPO: Self-Guided Direct Preference Optimization for Language Model Alignment ↗](https://aclanthology.org/2025.findings-acl.639/)**Wenqiao Zhu, Ji Liu, Lulu Wang et al.
3086. **[SHARP: Unlocking Interactive Hallucination via Stance Transfer in Role-Playing LLMs ↗](https://aclanthology.org/2025.findings-acl.47/)**Chuyi Kong, Ziyang Luo, Hongzhan Lin et al.
3087. **[SIFT: Grounding LLM Reasoning in Contexts via Stickers ↗](https://aclanthology.org/2025.findings-emnlp.345/)**Zihao Zeng, Xuyao Huang, Boxiu Li et al.
3088. **[SIMBA UQ: Similarity-Based Aggregation for Uncertainty Quantification in Large Language Models ↗](https://aclanthology.org/2025.findings-emnlp.859/)**Debarun Bhattacharjya, Balaji Ganesan, Junkyu Lee et al.
3089. **[SKA-Bench: A Fine-Grained Benchmark for Evaluating Structured Knowledge Understanding of LLMs ↗](https://aclanthology.org/2025.findings-emnlp.194/)**Zhiqiang Liu, Enpei Niu, Yin Hua et al.
3090. **[SLIM: Subtrajectory-Level Elimination for More Effective Reasoning ↗](https://aclanthology.org/2025.findings-emnlp.180/)**Xifeng Yao, Chengyuan Ma, Dongyu Lang et al.
3091. **[SLiNT: Structure-aware Language Model with Injection and Contrastive Training for Knowledge Graph Completion ↗](https://aclanthology.org/2025.findings-emnlp.736/)**Mengxue Yang, Chun Yang, Jiaqi Zhu et al.
3092. **[SMARTMiner: Extracting and Evaluating SMART Goals from Low-Resource Health Coaching Notes ↗](https://aclanthology.org/2025.findings-emnlp.885/)**Iva Bojic, Qi Chwen Ong, Stephanie Hilary Xinyi Ma et al.
3093. **[SOMAJGYAAN: A Dataset for Evaluating LLMs on Bangla Culture, Social Knowledge, and Low-Resource Language Adaptation ↗](https://aclanthology.org/2025.findings-ijcnlp.134/)**Fariha Anjum Shifa, Muhtasim Ibteda Shochcho, Abdullah Ibne Hanif Arean et al.
3094. **[SPICA: Retrieving Scenarios for Pluralistic In-Context Alignment ↗](https://aclanthology.org/2025.findings-acl.41/)**Quan Ze Chen, Kevin Feng, Chan Young Park et al.
3095. **[SPILL: Domain-Adaptive Intent Clustering based on Selection and Pooling with Large Language Models ↗](https://aclanthology.org/2025.findings-acl.812/)**I-Fan Lin, Faegheh Hasibi, Suzan Verberne
3096. **[SPO: Self Preference Optimization with Self Regularization ↗](https://aclanthology.org/2025.findings-emnlp.300/)**Yuhao Sun, Yifan Zhang, Quandong Wang et al.
3097. **[SPPD: Self-training with Process Preference Learning Using Dynamic Value Margin ↗](https://aclanthology.org/2025.findings-emnlp.19/)**Hao Yi, Qingyang Li, Yulan Hu et al.
3098. **[SQLSpace: A Representation Space for Text-to-SQL to Discover and Mitigate Robustness Gaps ↗](https://aclanthology.org/2025.findings-emnlp.81/)**Neha Srikanth, Victor Bursztyn, Puneet Mathur et al.
3099. **[SQUARE: Unsupervised Retrieval Adaptation via Synthetic Data ↗](https://aclanthology.org/2025.findings-emnlp.384/)**Jinsung Yoon, Junhao Zeng, Sercan O Arik
3100. **[SRM-LLM: Semantic Relationship Mining with LLMs for Temporal Knowledge Graph Extrapolation ↗](https://aclanthology.org/2025.findings-emnlp.868/)**Fu Zhang, Panfeng Zhang, Jingwei Cheng

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