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

3,414 papers · page 29 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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2801. **[MDIT-Bench: Evaluating the Dual-Implicit Toxicity in Large Multimodal Models ↗](https://aclanthology.org/2025.findings-acl.650/)**Bohan Jin, Shuhan Qi, Kehai Chen et al.
2802. **[MDSEval: A Meta-Evaluation Benchmark for Multimodal Dialogue Summarization ↗](https://aclanthology.org/2025.findings-emnlp.794/)**Yinhong Liu, Jianfeng He, Hang Su et al.
2803. **[MECoT: Markov Emotional Chain-of-Thought for Personality-Consistent Role-Playing ↗](https://aclanthology.org/2025.findings-acl.435/)**Yangbo Wei, Zhen Huang, Fangzhou Zhao et al.
2804. **[MHALO: Evaluating MLLMs as Fine-grained Hallucination Detectors ↗](https://aclanthology.org/2025.findings-acl.478/)**Yishuo Cai, Renjie Gu, Jiaxu Li et al.
2805. **[MIDAS: Multi-level Intent, Domain, And Slot Knowledge Distillation for Multi-turn NLU ↗](https://aclanthology.org/2025.findings-naacl.445/)**Yan Li, So-Eon Kim, Seong-Bae Park et al.
2806. **[MINDS: A Cross-Cultural Dialogue Corpus for Social Norm Classification and Adherence Detection ↗](https://aclanthology.org/2025.findings-ijcnlp.128/)**Pritish Sahu, Anirudh Som, Ajay Divakaran et al.
2807. **[MLAlgo-Bench: Can Machines Implement Machine Learning Algorithms? ↗](https://aclanthology.org/2025.findings-emnlp.772/)**Yunfei Wang, Yeqin Zhang, Yuyang Wu et al.
2808. **[MM-CRITIC: A Holistic Evaluation of Large Multimodal Models as Multimodal Critique ↗](https://aclanthology.org/2025.findings-emnlp.733/)**Gailun Zeng, Ziyang Luo, Hongzhan Lin et al.
2809. **[MMA: Cross-Domain Knowledge Integration via Mixture of Multi-Domain Agents ↗](https://aclanthology.org/2025.findings-emnlp.707/)**Kehang Jia, Juntao Li, Xiaobo Liang et al.
2810. **[MMATH: A Multilingual Benchmark for Mathematical Reasoning ↗](https://aclanthology.org/2025.findings-emnlp.598/)**Wenyang Luo, Wayne Xin Zhao, Jing Sha et al.
2811. **[MMPlanner: Zero-Shot Multimodal Procedural Planning with Chain-of-Thought Object State Reasoning ↗](https://aclanthology.org/2025.findings-emnlp.1011/)**Afrina Tabassum, Bin Guo, Xiyao Ma et al.
2812. **[MMRefine: Unveiling the Obstacles to Robust Refinement in Multimodal Large Language Models ↗](https://aclanthology.org/2025.findings-acl.1378/)**Gio Paik, Geewook Kim, Jinbae Im
2813. **[MOCHA: Are Code Language Models Robust Against Multi-Turn Malicious Coding Prompts? ↗](https://aclanthology.org/2025.findings-emnlp.1249/)**Muntasir Wahed, Xiaona Zhou, Kiet A. Nguyen et al.
2814. **[MONAQ: Multi-Objective Neural Architecture Querying for Time-Series Analysis on Resource-Constrained Devices ↗](https://aclanthology.org/2025.findings-emnlp.918/)**Patara Trirat, Jae-Gil Lee
2815. **[MOSAIC: Multiple Observers Spotting AI Content ↗](https://aclanthology.org/2025.findings-acl.1244/)**Matthieu Dubois, François Yvon, Pablo Piantanida
2816. **[MPF: Aligning and Debiasing Language Models post Deployment via Multi-Perspective Fusion ↗](https://aclanthology.org/2025.findings-ijcnlp.1/)**Xin Guan, Pei-Hsin Lin, Zekun Wu et al.
2817. **[MPL: Multiple Programming Languages with Large Language Models for Information Extraction ↗](https://aclanthology.org/2025.findings-acl.122/)**Bo Li, Gexiang Fang, Wei Ye et al.
2818. **[MPTA: MultiTask Personalization Assessment ↗](https://aclanthology.org/2025.findings-emnlp.640/)**Matthieu Tehenan, Eric Chamoun, Andreas Vlachos
2819. **[MTabVQA: Evaluating Multi-Tabular Reasoning of Language Models in Visual Space ↗](https://aclanthology.org/2025.findings-emnlp.1083/)**Anshul Singh, Chris Biemann, Jan Strich
2820. **[MUG-Eval: A Proxy Evaluation Framework for Multilingual Generation Capabilities in Any Language ↗](https://aclanthology.org/2025.findings-emnlp.1061/)**Seyoung Song, Seogyeong Jeong, Eunsu Kim et al.
2821. **[MULTITAT: Benchmarking Multilingual Table-and-Text Question Answering ↗](https://aclanthology.org/2025.findings-emnlp.33/)**Xuanliang Zhang, Dingzirui Wang, Keyan Xu et al.
2822. **[MV-CLAM: Multi-View Molecular Interpretation with Cross-Modal Projection via Language Model ↗](https://aclanthology.org/2025.findings-emnlp.1174/)**Sumin Ha, Jun Hyeong Kim, Yinhua Piao et al.
2823. **[MWPO: Enhancing LLMs Performance through Multi-Weight Preference Strength and Length Optimization ↗](https://aclanthology.org/2025.findings-acl.1057/)**Shiyue Xu, Fu Zhang, Jingwei Cheng et al.
2824. **[MaGiX: A Multi-Granular Adaptive Graph Intelligence Framework for Enhancing Cross-Lingual RAG ↗](https://aclanthology.org/2025.findings-emnlp.279/)**Nguyen Manh Hieu, Vu Lam Anh, Hung Pham Van et al.
2825. **[Machine Theory of Mind Needs Machine Validation ↗](https://aclanthology.org/2025.findings-acl.951/)**Adil Soubki, Owen Rambow
2826. **[Make Every Letter Count: Building Dialect Variation Dictionaries from Monolingual Corpora ↗](https://aclanthology.org/2025.findings-emnlp.762/)**Robert Litschko, Verena Blaschke, Diana Burkhardt et al.
2827. **[Making Every Step Effective: Jailbreaking Large Vision-Language Models Through Hierarchical KV Equalization ↗](https://aclanthology.org/2025.findings-emnlp.618/)**Shuyang Hao, Yiwei Wang, Bryan Hooi et al.
2828. **[Mamba Drafters for Speculative Decoding ↗](https://aclanthology.org/2025.findings-emnlp.1167/)**Daewon Choi, Seunghyuk Oh, Saket Dingliwal et al.
2829. **[Mark My Words: A Robust Multilingual Model for Punctuation in Text and Speech Transcripts ↗](https://aclanthology.org/2025.findings-ijcnlp.110/)**Sidharth Pulipaka, Ashwin Sankar, Raj Dabre
2830. **[Marrying LLMs with Dynamic Forecasting: A Graph Mixture-of-expert Perspective ↗](https://aclanthology.org/2025.findings-naacl.24/)**Dapeng Jiang, Xiao Luo
2831. **[MaskCD: Mitigating LVLM Hallucinations by Image Head Masked Contrastive Decoding ↗](https://aclanthology.org/2025.findings-emnlp.1025/)**Jingyuan Deng, Yujiu Yang
2832. **[Masked Diffusion Captioning for Visual Feature Learning ↗](https://aclanthology.org/2025.findings-emnlp.1376/)**Chao Feng, Zihao Wei, Andrew Owens
2833. **[MeMoTune: A Measure and Moment-Driven Fine-Tuning Framework for Quantized Large Language Models ↗](https://aclanthology.org/2025.findings-acl.208/)**Yun Zhang, Xue Geng, Lizi Liao et al.
2834. **[Measuring Bias and Agreement in Large Language Model Presupposition Judgments ↗](https://aclanthology.org/2025.findings-acl.107/)**Katherine Atwell, Mandy Simons, Malihe Alikhani
2835. **[Measuring Lexical Diversity of Synthetic Data Generated through Fine-Grained Persona Prompting ↗](https://aclanthology.org/2025.findings-emnlp.1146/)**Gauri Kambhatla, Chantal Shaib, Venkata S Govindarajan
2836. **[Mechanistic Understanding and Mitigation of Language Confusion in English-Centric Large Language Models ↗](https://aclanthology.org/2025.findings-emnlp.37/)**Ercong Nie, Helmut Schmid, Hinrich Schuetze
2837. **[MedEBench: Diagnosing Reliability in Text-Guided Medical Image Editing ↗](https://aclanthology.org/2025.findings-emnlp.41/)**Minghao Liu, Zhitao He, Zhiyuan Fan et al.
2838. **[Media of Langue: Exploring Word Translation Network ↗](https://aclanthology.org/2025.findings-naacl.387/)**Goki Muramoto, Atsuki Sato, Takayoshi Koyama
2839. **[MemeDetoxNet: Balancing Toxicity Reduction and Context Preservation ↗](https://aclanthology.org/2025.findings-acl.1286/)**Gitanjali Kumari, Jitendra Solanki, Asif Ekbal
2840. **[MemeInterpret: Towards an All-in-One Dataset for Meme Understanding ↗](https://aclanthology.org/2025.findings-emnlp.871/)**Jeongsik Park, Khoi P. N. Nguyen, Jihyung Park et al.
2841. **[Memory or Reasoning? Explore How LLMs Compute Mixed Arithmetic Expressions ↗](https://aclanthology.org/2025.findings-acl.299/)**Chengzhi Li, Heyan Huang, Ping Jian et al.
2842. **[Memory-enhanced Large Language Model for Cross-lingual Dependency Parsing via Deep Hierarchical Syntax Understanding ↗](https://aclanthology.org/2025.findings-emnlp.101/)**Jianjian Liu, Ying Li, Zhengtao Yu et al.
2843. **[Merging Two Grammar Worlds: Exploring the Relationship between Universal Dependencies and Signal Temporal Logic ↗](https://aclanthology.org/2025.findings-ijcnlp.116/)**Christopher Rashidian, Sabine Brunswicker
2844. **[MetaAlign: Align Large Language Models with Diverse Preferences during Inference Time ↗](https://aclanthology.org/2025.findings-naacl.324/)**Mozhi Zhang, Pengyu Wang, Chenkun Tan et al.
2845. **[MetaLadder: Ascending Mathematical Solution Quality via Analogical-Problem Reasoning Transfer ↗](https://aclanthology.org/2025.findings-emnlp.232/)**Honglin Lin, Zhuoshi Pan, Qizhi Pei et al.
2846. **[MetaMixSpeech: Meta Task Augmentation for Low-Resource Speech Recognition ↗](https://aclanthology.org/2025.findings-emnlp.202/)**Yaqi Chen, Hao Zhang, Wenlin Zhang et al.
2847. **[MidPO: Dual Preference Optimization for Safety and Helpfulness in Large Language Models via a Mixture of Experts Framework ↗](https://aclanthology.org/2025.findings-emnlp.1037/)**Yupeng Qi, Ziyu Lyu, Min Yang et al.
2848. **[Mind the Style Gap: Meta-Evaluation of Style and Attribute Transfer Metrics ↗](https://aclanthology.org/2025.findings-emnlp.1175/)**Amalie Brogaard Pauli, Isabelle Augenstein, Ira Assent
2849. **[MindBridge: Scalable and Cross-Model Knowledge Editing via Memory-Augmented Modality ↗](https://aclanthology.org/2025.findings-acl.621/)**Shuaike Li, Kai Zhang, Qi Liu et al.
2850. **[MiniKV: Pushing the Limits of 2-Bit KV Cache via Compression and System Co-Design for Efficient Long Context Inference ↗](https://aclanthology.org/2025.findings-acl.952/)**Akshat Sharma, Hangliang Ding, Jianping Li et al.
2851. **[Mitigate One, Skew Another? Tackling Intersectional Biases in Text-to-Image Models ↗](https://aclanthology.org/2025.findings-emnlp.665/)**Pushkar Shukla, Aditya Chinchure, Emily Diana et al.
2852. **[Mitigating Attention Localization in Small Scale: Self-Attention Refinement via One-step Belief Propagation ↗](https://aclanthology.org/2025.findings-emnlp.578/)**Nakyung Lee, Yeongoon Kim, Minhae Oh et al.
2853. **[Mitigating Demonstration Bias through Global Coevolutionary Reasoning ↗](https://aclanthology.org/2025.findings-acl.450/)**Chuan Gou, Bangwei Li, Jianhua Dai et al.
2854. **[Mitigating Gender Bias via Fostering Exploratory Thinking in LLMs ↗](https://aclanthology.org/2025.findings-emnlp.364/)**Kangda Wei, Hasnat Md Abdullah, Ruihong Huang
2855. **[Mitigating Interviewer Bias in Multimodal Depression Detection: An Approach with Adversarial Learning and Contextual Positional Encoding ↗](https://aclanthology.org/2025.findings-emnlp.650/)**Enshi Zhang, Christian Poellabauer
2856. **[Mitigating Negative Interference in Multilingual Knowledge Editing through Null-Space Constraints ↗](https://aclanthology.org/2025.findings-acl.460/)**Wei Sun, Tingyu Qu, Mingxiao Li et al.
2857. **[Mitigating Object Hallucinations in MLLMs via Multi-Frequency Perturbations ↗](https://aclanthology.org/2025.findings-emnlp.64/)**Shuo Li, Jiajun Sun, Guodong Zheng et al.
2858. **[Mitigating Paraphrase Attacks on Machine-Text Detection via Paraphrase Inversion ↗](https://aclanthology.org/2025.findings-acl.227/)**Rafael Alberto Rivera Soto, Barry Y. Chen, Nicholas Andrews
2859. **[Mitigating Sequential Dependencies: A Survey of Algorithms and Systems for Generation-Refinement Frameworks in Autoregressive Models ↗](https://aclanthology.org/2025.findings-emnlp.716/)**Yunhai Hu, Zining Liu, Zhenyuan Dong et al.
2860. **[Mitigating Spurious Correlations via Counterfactual Contrastive Learning ↗](https://aclanthology.org/2025.findings-emnlp.1290/)**Fengxiang Cheng, Chuan Zhou, Xiang Li et al.
2861. **[Mixed Signals: Decoding VLMs' Reasoning and Underlying Bias in Vision-Language Conflict ↗](https://aclanthology.org/2025.findings-emnlp.1351/)**Pouya Pezeshkpour, Moin Aminnaseri, Estevam Hruschka
2862. **[Mixture of LoRA Experts for Continual Information Extraction with LLMs ↗](https://aclanthology.org/2025.findings-emnlp.718/)**Zitao Wang, Xinyi Wang, Wei Hu
2863. **[Mixture of Structural-and-Textual Retrieval over Text-rich Graph Knowledge Bases ↗](https://aclanthology.org/2025.findings-acl.941/)**Yongjia Lei, Haoyu Han, Ryan A. Rossi et al.
2864. **[MoRoVoc: A Large Dataset for Geographical Variation Identification of the Spoken Romanian Language ↗](https://aclanthology.org/2025.findings-emnlp.653/)**Andrei-Marius Avram, Bănescu Ema-Ioana, Anda-Teodora Robea et al.
2865. **[Modal Dependency Parsing via Biaffine Attention with Self-Loop ↗](https://aclanthology.org/2025.findings-acl.1093/)**Jayeol Chun, Nianwen Xue
2866. **[Model Calibration for Emotion Detection ↗](https://aclanthology.org/2025.findings-emnlp.1114/)**Mihaela Petre-Vlad, Cornelia Caragea, Florentina Hristea
2867. **[Model Performance-Guided Evaluation Data Selection for Effective Prompt Optimization ↗](https://aclanthology.org/2025.findings-acl.147/)**Ximing Dong, Shaowei Wang, Dayi Lin et al.
2868. **[Modeling the Differential Prevalence of Online Supportive Interactions in Private Instant Messages of Adolescents ↗](https://aclanthology.org/2025.findings-naacl.347/)**Ondrej Sotolar, Michał Tkaczyk, Jaromír Plhák et al.
2869. **[Monitoring Decoding: Mitigating Hallucination via Evaluating the Factuality of Partial Response during Generation ↗](https://aclanthology.org/2025.findings-acl.752/)**Yurui Chang, Bochuan Cao, Lu Lin
2870. **[Moral Self-correction is Not An Innate Capability in Language Models ↗](https://aclanthology.org/2025.findings-ijcnlp.39/)**Guangliang Liu, Zimo Qi, Xitong Zhang et al.
2871. **[Mosaic-IT: Cost-Free Compositional Data Synthesis for Instruction Tuning ↗](https://aclanthology.org/2025.findings-acl.1297/)**Ming Li, Pei Chen, Chenguang Wang et al.
2872. **[MotivGraph-SoIQ: Integrating Motivational Knowledge Graphs and Socratic Dialogue for Enhanced LLM Ideation ↗](https://aclanthology.org/2025.findings-emnlp.158/)**Xinping Lei, Tong Zhou, Yubo Chen et al.
2873. **[MotiveBench: How Far Are We From Human-Like Motivational Reasoning in Large Language Models? ↗](https://aclanthology.org/2025.findings-acl.1029/)**Xixian Yong, Jianxun Lian, Xiaoyuan Yi et al.
2874. **[Multi-Agent Cross-Lingual Veracity Assessment for Explainable Fake News Detection ↗](https://aclanthology.org/2025.findings-ijcnlp.136/)**Bassamtiano Renaufalgi Irnawan, Yoshimi Suzuki, Noriko Tomuro et al.
2875. **[Multi-Hop Reasoning for Question Answering with Hyperbolic Representations ↗](https://aclanthology.org/2025.findings-acl.908/)**Simon Welz, Lucie Flek, Akbar Karimi
2876. **[Multi-Modal Data Exploration via Language Agents ↗](https://aclanthology.org/2025.findings-ijcnlp.47/)**Farhad Nooralahzadeh, Yi Zhang, Jonathan Fürst et al.
2877. **[Multi-Surrogate-Objective Optimization for Neural Topic Models ↗](https://aclanthology.org/2025.findings-emnlp.9/)**Tue Le, Hoang Tran Vuong, Tung Nguyen et al.
2878. **[Multi-level Diagnosis and Evaluation for Robust Tabular Feature Engineering with Large Language Models ↗](https://aclanthology.org/2025.findings-emnlp.249/)**Yebin Lim, Susik Yoon
2879. **[Multi-token Mask-filling and Implicit Discourse Relations ↗](https://aclanthology.org/2025.findings-emnlp.670/)**Meinan Liu, Yunfang Dong, Xixian Liao et al.
2880. **[Multi-word Measures: Modeling Semantic Change in Compound Nouns ↗](https://aclanthology.org/2025.findings-acl.566/)**Chris Jenkins, Filip Miletić, Sabine Schulte im Walde
2881. **[MultiConIR: Towards Multi-Condition Information Retrieval ↗](https://aclanthology.org/2025.findings-emnlp.726/)**Xuan Lu, Sifan Liu, Bochao Yin et al.
2882. **[MultiHoax: A Dataset of Multi-hop False-premise questions ↗](https://aclanthology.org/2025.findings-acl.530/)**Mohammadamin Shafiei, Hamidreza Saffari, Nafise Sadat Moosavi
2883. **[MultiLingPoT: Boosting Mathematical Reasoning in LLMs through Multilingual Program Integration ↗](https://aclanthology.org/2025.findings-emnlp.1079/)**Nianqi Li, Zujie Liang, Siyu Yuan et al.
2884. **[Multifaceted Evaluation of Audio-Visual Capability for MLLMs: Effectiveness, Efficiency, Generalizability and Robustness ↗](https://aclanthology.org/2025.findings-emnlp.54/)**Yusheng Zhao, Xiao Luo, Junyu Luo et al.
2885. **[Multilingual Data Filtering using Synthetic Data from Large Language Models ↗](https://aclanthology.org/2025.findings-emnlp.495/)**Jonas Waldendorf, Barry Haddow, Alexandra Birch et al.
2886. **[Multilingual Datasets for Custom Input Extraction and Explanation Requests Parsing in Conversational XAI Systems ↗](https://aclanthology.org/2025.findings-emnlp.29/)**Qianli Wang, Tatiana Anikina, Nils Feldhus et al.
2887. **[Multilingual Definition Modeling ↗](https://aclanthology.org/2025.findings-acl.1328/)**Edison Marrese-Taylor, Erica K. Shimomoto, Alfredo Solano et al.
2888. **[Multilingual Generative Retrieval via Cross-lingual Semantic Compression ↗](https://aclanthology.org/2025.findings-emnlp.575/)**Yuxin Huang, Simeng Wu, Ran Song et al.
2889. **[Multilingual Political Views of Large Language Models: Identification and Steering ↗](https://aclanthology.org/2025.findings-ijcnlp.17/)**Daniil Gurgurov, Katharina Trinley, Ivan Vykopal et al.
2890. **[Multilingual Verbalisation of Knowledge Graphs ↗](https://aclanthology.org/2025.findings-emnlp.60/)**Yifei Song, William Soto Martinez, Anna Nikiforovskaya et al.
2891. **[Multimodal Document-level Triple Extraction via Dynamic Graph Enhancement and Relation-Aware Reflection ↗](https://aclanthology.org/2025.findings-emnlp.171/)**Xiang Li, Runhai Jiao, Zhou Changyu et al.
2892. **[Multimodal Machine Translation with Text-Image In-depth Questioning ↗](https://aclanthology.org/2025.findings-acl.483/)**Yue Gao, Jing Zhao, Shiliang Sun et al.
2893. **[Multimodal UNcommonsense: From Odd to Ordinary and Ordinary to Odd ↗](https://aclanthology.org/2025.findings-emnlp.954/)**Yejin Son, Saejin Kim, Dongjun Min et al.
2894. **[MutantPrompt: Prompt Optimization via Mutation Under a Budget on Modest-sized LMs ↗](https://aclanthology.org/2025.findings-acl.1139/)**Arijit Nag, Animesh Mukherjee, Niloy Ganguly et al.
2895. **[NAP2: A Benchmark for Naturalness and Privacy-Preserving Text Rewriting by Learning from Human ↗](https://aclanthology.org/2025.findings-emnlp.476/)**Shuo Huang, William Maclean, Xiaoxi Kang et al.
2896. **[NBDESCRIB: A Dataset for Text Description Generation from Tables and Code in Jupyter Notebooks with Guidelines ↗](https://aclanthology.org/2025.findings-acl.1364/)**Xuye Liu, Tengfei Ma, Yimu Wang et al.
2897. **[NIM: Neuro-symbolic Ideographic Metalanguage for Inclusive Communication ↗](https://aclanthology.org/2025.findings-emnlp.546/)**Prawaal Sharma, Poonam Goyal, Navneet Goyal et al.
2898. **[NLKI: A Lightweight Natural Language Knowledge Integration Framework for Improving Small VLMs in Commonsense VQA Tasks ↗](https://aclanthology.org/2025.findings-emnlp.557/)**Aritra Dutta, Swapnanil Mukherjee, Deepanway Ghosal et al.
2899. **[NLP Needs Diversity outside of `Diversity' ↗](https://aclanthology.org/2025.findings-emnlp.1275/)**Joshua Tint
2900. **[NLoRA: Nyström-Initiated Low-Rank Adaptation for Large Language Models ↗](https://aclanthology.org/2025.findings-emnlp.72/)**Chenlu Guo, Yi Chang, Yuan Wu

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