---
title: "EMNLP 2025 — all accepted papers, page 9 — Elamur Research"
description: "All 2,086 papers of EMNLP 2025 · page 9 of 21, the most cited first; those with our summary link to it."
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# EMNLP 2025: all accepted papers

2,086 papers · page 9 of 21 · the most cited first · [← EMNLP 2025](https://md.research.elamur.ai/free/en/venues/emnlp/2025/)

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801. **[Fingerprinting LLMs through Survey Item Factor Correlation: A Case Study on Humor Style Questionnaire ↗](https://aclanthology.org/2025.emnlp-main.13/)**Simon Münker*1 citation*
802. **[FlashAdventure: A Benchmark for GUI Agents Solving Full Story Arcs in Diverse Adventure Games ↗](https://aclanthology.org/2025.emnlp-main.1192/)**Jaewoo Ahn, Junseo Kim, Heeseung Yun et al.*1 citation*
803. **[Following the Autoregressive Nature of LLM Embeddings via Compression and Alignment ↗](https://aclanthology.org/2025.emnlp-main.639/)**Jingcheng Deng, Zhongtao Jiang, Liang Pang et al.*1 citation*
804. **[Fooling the LVLM Judges: Visual Biases in LVLM-Based Evaluation ↗](https://aclanthology.org/2025.emnlp-main.1182/)**Yerin Hwang, Dongryeol Lee, Kyungmin Min et al.*1 citation*
805. **[Forget What You Know about LLMs Evaluations - LLMs are Like a Chameleon ↗](https://aclanthology.org/2025.emnlp-main.1098/)**Nurit Cohen Inger, Yehonatan Elisha, Bracha Shapira et al.*1 citation*
806. **[Formalizing Style in Personal Narratives ↗](https://aclanthology.org/2025.emnlp-main.371/)**Gustave Cortal, Alain Finkel*1 citation*
807. **[Frame First, Then Extract: A Frame-Semantic Reasoning Pipeline for Zero-Shot Relation Triplet Extraction ↗](https://aclanthology.org/2025.emnlp-main.1391/)**Zehan Li, Fu Zhang, Wenqing Zhang et al.*1 citation*
808. **[From Behavioral Performance to Internal Competence: Interpreting Vision-Language Models with VLM-Lens ↗](https://aclanthology.org/2025.emnlp-demos.68/)**Hala Sheta, Eric Haoran Huang, Shuyu Wu et al. · System Demonstrations*1 citation*
809. **[From General Reward to Targeted Reward: Improving Open-ended Long-context Generation Models ↗](https://aclanthology.org/2025.emnlp-main.260/)**Zhihan Guo, Jiele Wu, Wenqian Cui et al.*1 citation*
810. **[From Schema to State: Zero-Shot Scheme-Only Dialogue State Tracking via Diverse Synthetic Dialogue and Step-by-Step Distillation ↗](https://aclanthology.org/2025.emnlp-main.85/)**Huan Xu, Zequn Li, Wen Tang et al.*1 citation*
811. **[From Scores to Steps: Diagnosing and Improving LLM Performance in Evidence-Based Medical Calculations ↗](https://aclanthology.org/2025.emnlp-main.548/)**Benlu Wang, Iris Xia, Yifan Zhang et al.*1 citation*
812. **[From Understanding to Generation: An Efficient Shortcut for Evaluating Language Models ↗](https://aclanthology.org/2025.emnlp-main.1148/)**Viktor Hangya, Fabian Küch, Darina Gold*1 citation*
813. **[From Word to World: Evaluate and Mitigate Culture Bias in LLMs via Word Association Test ↗](https://aclanthology.org/2025.emnlp-main.1246/)**Xunlian Dai, Li Zhou, Benyou Wang et al.*1 citation*
814. **[G2: Guided Generation for Enhanced Output Diversity in LLMs ↗](https://aclanthology.org/2025.emnlp-main.713/)**Zhiwen Ruan, Yixia Li, Yefeng Liu et al.*1 citation*
815. **[GLiNER2: Schema-Driven Multi-Task Learning for Structured Information Extraction ↗](https://aclanthology.org/2025.emnlp-demos.10/)**Urchade Zaratiana, Gil Pasternak, Oliver Boyd et al. · System Demonstrations*1 citation*
816. **[GRAFT: A Graph-based Flow-aware Agentic Framework for Document-level Machine Translation ↗](https://aclanthology.org/2025.emnlp-industry.166/)**Himanshu Dutta, Sunny Manchanda, Prakhar Bapat et al. · Industry Track*1 citation*
817. **[Gamma-Guard: Lightweight Residual Adapters for Robust Guardrails in Large Language Models ↗](https://aclanthology.org/2025.emnlp-main.614/)**Lijia Lv, Yuanshu Zhao, Guan Wang et al.*1 citation*
818. **[GenLink: Generation-Driven Schema-Linking via Multi-Model Learning for Text-to-SQL ↗](https://aclanthology.org/2025.emnlp-main.1518/)**Zhifeng Hao, Junqi Huang, Shaobin Shi et al.*1 citation*
819. **[Glider: Global and Local Instruction-Driven Expert Router ↗](https://aclanthology.org/2025.emnlp-main.319/)**Pingzhi Li, Prateek Yadav, Jaehong Yoon et al.*1 citation*
820. **[GraDaSE: Graph-Based Dataset Search with Examples ↗](https://aclanthology.org/2025.emnlp-main.353/)**Jing He, Mingyang Lv, Qing Shi et al.*1 citation*
821. **[Graph of Attacks with Pruning: Optimizing Stealthy Jailbreak Prompt Generation for Enhanced LLM Content Moderation ↗](https://aclanthology.org/2025.emnlp-industry.46/)**Daniel Schwartz, Dmitriy Bespalov, Zhe Wang et al. · Industry Track*1 citation*
822. **[Graph-Guided Textual Explanation Generation Framework ↗](https://aclanthology.org/2025.emnlp-main.1494/)**Shuzhou Yuan, Jingyi Sun, Ran Zhang et al.*1 citation*
823. **[HESEIA: A community-based dataset for evaluating social biases in large language models, co-designed in real school settings in Latin America ↗](https://aclanthology.org/2025.emnlp-main.1275/)**Guido Ivetta, Marcos J Gomez, Sofía Martinelli et al.*1 citation*
824. **[HS-STaR: Hierarchical Sampling for Self-Taught Reasoners via Difficulty Estimation and Budget Reallocation ↗](https://aclanthology.org/2025.emnlp-main.282/)**Feng Xiong, Hongling Xu, Yifei Wang et al.*1 citation*
825. **[Hanfu-Bench: A Multimodal Benchmark on Cross-Temporal Cultural Understanding and Transcreation ↗](https://aclanthology.org/2025.emnlp-main.1251/)**Li Zhou, Lutong Yu, Dongchu Xie et al.*1 citation*
826. **[Harmful Prompt Laundering: Jailbreaking LLMs with Abductive Styles and Symbolic Encoding ↗](https://aclanthology.org/2025.emnlp-main.1296/)**Seongho Joo, Hyukhun Koh, Kyomin Jung*1 citation*
827. **[How Private are Language Models in Abstractive Summarization? ↗](https://aclanthology.org/2025.emnlp-main.1531/)**Anthony Hughes, Nikolaos Aletras, Ning Ma*1 citation*
828. **[How to Protect Yourself from 5G Radiation? Investigating LLM Responses to Implicit Misinformation ↗](https://aclanthology.org/2025.emnlp-main.1468/)**Ruohao Guo, Wei Xu, Alan Ritter*1 citation*
829. **[Humans Hallucinate Too: Language Models Identify and Correct Subjective Annotation Errors With Label-in-a-Haystack Prompts ↗](https://aclanthology.org/2025.emnlp-main.993/)**Georgios Chochlakis, Peter Wu, Tikka Arjun Singh Bedi et al.*1 citation*
830. **[HydraOpt: Navigating the Efficiency-Performance Trade-off of Adapter Merging ↗](https://aclanthology.org/2025.emnlp-main.1365/)**Taha Ceritli, Ondrej Bohdal, Mete Ozay et al.*1 citation*
831. **[IG-Pruning: Input-Guided Block Pruning for Large Language Models ↗](https://aclanthology.org/2025.emnlp-main.537/)**Kangyu Qiao, Shaolei Zhang, Yang Feng*1 citation*
832. **[Igniting Creative Writing in Small Language Models: LLM-as-a-Judge versus Multi-Agent Refined Rewards ↗](https://aclanthology.org/2025.emnlp-main.868/)**Xiaolong Wei, Bo Lu, Xingyu Zhang et al.*1 citation*
833. **[Image Embedding Sampling Method for Diverse Captioning ↗](https://aclanthology.org/2025.emnlp-main.156/)**Sania Waheed, Na Min An*1 citation*
834. **[Implicit Values Embedded in How Humans and LLMs Complete Subjective Everyday Tasks ↗](https://aclanthology.org/2025.emnlp-main.847/)**Arjun Arunasalam, Madison Pickering, Z. Berkay Celik et al.*1 citation*
835. **[Improving Context Fidelity via Native Retrieval-Augmented Reasoning ↗](https://aclanthology.org/2025.emnlp-main.1075/)**Suyuchen Wang, Jinlin Wang, Xinyu Wang et al.*1 citation*
836. **[Improving Handshape Representations for Sign Language Processing: A Graph Neural Network Approach ↗](https://aclanthology.org/2025.emnlp-main.1483/)**Alessa Carbo, Eric Nalisnick*1 citation*
837. **[Improving Low-Resource Sequence Labeling with Knowledge Fusion and Contextual Label Explanations ↗](https://aclanthology.org/2025.emnlp-main.288/)**Peichao Lai, Jiaxin Gan, Feiyang Ye et al.*1 citation*
838. **[Improving Neutral Point-of-View Generation with Data- and Parameter-Efficient RL ↗](https://aclanthology.org/2025.emnlp-main.1395/)**Jessica Hoffmann, Christiane Ahlheim, Zac Yu et al.*1 citation*
839. **[Improving Reasoning Capabilities in Small Models through Mixture-of-layers Distillation with Stepwise Attention on Key Information ↗](https://aclanthology.org/2025.emnlp-main.250/)**Yao Chen, Jiawei Sheng, Wenyuan Zhang et al.*1 citation*
840. **[Improving Task Diversity in Label Efficient Supervised Finetuning of LLMs ↗](https://aclanthology.org/2025.emnlp-main.1093/)**Abhinav Arabelly, Jagrut Nemade, Robert D Nowak et al.*1 citation*
841. **[Improving Zero-shot Sentence Decontextualisation with Content Selection and Planning ↗](https://aclanthology.org/2025.emnlp-main.1258/)**Zhenyun Deng, Yulong Chen, Andreas Vlachos*1 citation*
842. **[In Benchmarks We Trust ... Or Not? ↗](https://aclanthology.org/2025.emnlp-main.1208/)**Ine Gevers, Victor De Marez, Jens Van Nooten et al.*1 citation*
843. **[Inceptive Transformers: Enhancing Contextual Representations through Multi-Scale Feature Learning Across Domains and Languages ↗](https://aclanthology.org/2025.emnlp-main.1312/)**Asif Shahriar, Rifat Shahriyar, M Saifur Rahman*1 citation*
844. **[Incorporating Diverse Perspectives in Cultural Alignment: Survey of Evaluation Benchmarks Through A Three-Dimensional Framework ↗](https://aclanthology.org/2025.emnlp-main.862/)**Meng-Chen Wu, Si-Chi Chin, Tess Wood et al.*1 citation*
845. **[Incremental Summarization for Customer Support via Progressive Note-Taking and Agent Feedback ↗](https://aclanthology.org/2025.emnlp-industry.140/)**Yisha Wu, Cen Zhao, Yuanpei Cao et al. · Industry Track*1 citation*
846. **[Infini-gram mini: Exact n-gram Search at the Internet Scale with FM-Index ↗](https://aclanthology.org/2025.emnlp-main.1268/)**Hao Xu, Jiacheng Liu, Yejin Choi et al. · 🏆 Best Paper*1 citation*
847. **[InstaJudge: Aligning Judgment Bias of LLM-as-Judge with Humans in Industry Applications ↗](https://aclanthology.org/2025.emnlp-industry.82/)**Myeongjun Erik Jang, Fran Silavong · Industry Track*1 citation*
848. **[Interpretable Mnemonic Generation for Kanji Learning via Expectation-Maximization ↗](https://aclanthology.org/2025.emnlp-main.1294/)**Jaewook Lee, Alexander Scarlatos, Andrew Lan*1 citation*
849. **[Intrinsic Test of Unlearning Using Parametric Knowledge Traces ↗](https://aclanthology.org/2025.emnlp-main.985/)**Yihuai Hong, Lei Yu, Haiqin Yang et al.*1 citation*
850. **[Investigating How Pre-training Data Leakage Affects Models' Reproduction and Detection Capabilities ↗](https://aclanthology.org/2025.emnlp-main.1201/)**Masahiro Kaneko, Timothy Baldwin*1 citation*
851. **[Is the Top Still Spinning? Evaluating Subjectivity in Narrative Understanding ↗](https://aclanthology.org/2025.emnlp-main.10/)**Melanie Subbiah, Akankshya Mishra, Grace Kim et al.*1 citation*
852. **[J$I^2$S: Joint Influence-Aware Instruction Data Selection for Efficient Fine-Tuning ↗](https://aclanthology.org/2025.emnlp-main.26/)**Jingyu Wei, Bo Liu, Tianjiao Wan et al.*1 citation*
853. **[Jailbreak LLMs through Internal Stance Manipulation ↗](https://aclanthology.org/2025.emnlp-main.780/)**Shuangjie Fu, Du Su, Beining Huang et al.*1 citation*
854. **[Jailbreak-Tuning: Models Efficiently Learn Jailbreak Susceptibility ↗](https://aclanthology.org/2025.emnlp-main.669/)**Brendan Murphy, Dillon Bowen, Shahrad Mohammadzadeh et al.*1 citation*
855. **[Jigsaw-Puzzles: From Seeing to Understanding to Reasoning in Vision-Language Models ↗](https://aclanthology.org/2025.emnlp-main.1320/)**Zesen Lyu, Dandan Zhang, Wei Ye et al.*1 citation*
856. **[Judging Quality Across Languages: A Multilingual Approach to Pretraining Data Filtering with Language Models ↗](https://aclanthology.org/2025.emnlp-main.449/)**Mehdi Ali, Manuel Brack, Max Lübbering et al.*1 citation*
857. **[KG-CQR: Leveraging Structured Relation Representations in Knowledge Graphs for Contextual Query Retrieval ↗](https://aclanthology.org/2025.emnlp-main.824/)**Chi Minh Bui, Ngoc Mai Thieu, Vinh Van Nguyen et al.*1 citation*
858. **[KGE Calibrator: An Efficient Probability Calibration Method of Knowledge Graph Embedding Models for Trustworthy Link Prediction ↗](https://aclanthology.org/2025.emnlp-main.1522/)**Yang Yang, Mohan Timilsina, Edward Curry*1 citation*
859. **[KLAAD: Refining Attention Mechanisms to Reduce Societal Bias in Generative Language Models ↗](https://aclanthology.org/2025.emnlp-main.774/)**Seorin Kim, Dongyoung Lee, Jaejin Lee*1 citation*
860. **[KRETA: A Benchmark for Korean Reading and Reasoning in Text-Rich VQA Attuned to Diverse Visual Contexts ↗](https://aclanthology.org/2025.emnlp-main.1696/)**Taebaek Hwang, Minseo Kim, Gisang Lee et al.*1 citation*
861. **[Keep Security! Benchmarking Security Policy Preservation in Large Language Model Contexts Against Indirect Attacks in Question Answering ↗](https://aclanthology.org/2025.emnlp-main.345/)**Hwan Chang, Yumin Kim, Yonghyun Jun et al.*1 citation*
862. **[LLM Agents Implement an NLG System from Scratch: Building Interpretable Rule-Based RDF-to-Text Generators ↗](https://aclanthology.org/2025.emnlp-industry.142/)**Mateusz Lango, Ondrej Dusek · Industry Track*1 citation*
863. **[LLM$\times$MapReduce-V3: Enabling Interactive In-Depth Survey Generation through a MCP-Driven Hierarchically Modular Agent System ↗](https://aclanthology.org/2025.emnlp-demos.51/)**Yu Chao, Siyu Lin, Xiaorong Wang et al. · System Demonstrations*1 citation*
864. **[LLM-Driven Implicit Target Augmentation and Fine-Grained Contextual Modeling for Zero-Shot and Few-Shot Stance Detection ↗](https://aclanthology.org/2025.emnlp-main.299/)**Yanxu Ji, Jinzhong Ning, Yijia Zhang et al.*1 citation*
865. **[LLM-Independent Adaptive RAG: Let the Question Speak for Itself ↗](https://aclanthology.org/2025.emnlp-main.439/)**Maria Marina, Nikolay Ivanov, Sergey Pletenev et al.*1 citation*
866. **[LLMs Don't Know Their Own Decision Boundaries: The Unreliability of Self-Generated Counterfactual Explanations ↗](https://aclanthology.org/2025.emnlp-main.1231/)**Harry Mayne, Ryan Othniel Kearns, Yushi Yang et al.*1 citation*
867. **[LM-Searcher: Cross-domain Neural Architecture Search with LLMs via Unified Numerical Encoding ↗](https://aclanthology.org/2025.emnlp-main.478/)**Yuxuan Hu, Jihao Liu, Ke Wang et al.*1 citation*
868. **[Language Models as Causal Effect Generators ↗](https://aclanthology.org/2025.emnlp-main.107/)**Lucius E.J. Bynum, Kyunghyun Cho*1 citation*
869. **[Language Models as Continuous Self-Evolving Data Engineers ↗](https://aclanthology.org/2025.emnlp-main.914/)**Peidong Wang, Ming Wang, Zhiming Ma et al.*1 citation*
870. **[Language models can learn implicit multi-hop reasoning, but only if they have lots of training data ↗](https://aclanthology.org/2025.emnlp-main.490/)**Yuekun Yao, Yupei Du, Dawei Zhu et al.*1 citation*
871. **[Layer-wise Minimal Pair Probing Reveals Contextual Grammatical-Conceptual Hierarchy in Speech Representations ↗](https://aclanthology.org/2025.emnlp-main.1790/)**Linyang He, Qiaolin Wang, Xilin Jiang et al. · 🏆 SAC Highlight Award*1 citation*
872. **[LeTS: Learning to Think-and-Search via Process-and-Outcome Reward Hybridization ↗](https://aclanthology.org/2025.emnlp-main.257/)**Qi Zhang, Shouqing Yang, Lirong Gao et al.*1 citation*
873. **[Learn and Unlearn: Addressing Misinformation in Multilingual LLMs ↗](https://aclanthology.org/2025.emnlp-main.516/)**TaiMing Lu, Philipp Koehn*1 citation*
874. **[LearnLens: LLM-Enabled Personalised, Curriculum-Grounded Feedback with Educators in the Loop ↗](https://aclanthology.org/2025.emnlp-demos.45/)**Runcong Zhao, Artem Bobrov, Jiazheng Li et al. · System Demonstrations*1 citation*
875. **[Learning Contextual Retrieval for Robust Conversational Search ↗](https://aclanthology.org/2025.emnlp-main.602/)**Seunghan Yang, Juntae Lee, Jihwan Bang et al.*1 citation*
876. **[Learning from Diverse Reasoning Paths with Routing and Collaboration ↗](https://aclanthology.org/2025.emnlp-main.141/)**Zhenyu Lei, Zhen Tan, Song Wang et al.*1 citation*
877. **[Learning to See through Sound: From VggCaps to Multi2Cap for Richer Automated Audio Captioning ↗](https://aclanthology.org/2025.emnlp-main.715/)**Sangyeon Cho, Mingi Kim, Jinkwon Hwang et al.*1 citation*
878. **[Less Is MuRE: Revisiting Shallow Knowledge Graph Embeddings ↗](https://aclanthology.org/2025.emnlp-main.779/)**Victor Charpenay, Steven Schockaert*1 citation*
879. **[Leveraging Cognitive Complexity of Texts for Contextualization in Dense Retrieval ↗](https://aclanthology.org/2025.emnlp-main.1377/)**Effrosyni Sokli, Georgios Peikos, Pranav Kasela et al.*1 citation*
880. **[Leveraging Knowledge Graph-Enhanced LLMs for Context-Aware Medical Consultation ↗](https://aclanthology.org/2025.emnlp-main.1549/)**Su-Hyeong Park, Ho-Beom Kim, Seong-Jin Park et al.*1 citation*
881. **[Leveraging Product Catalog Patterns for Multilingual E-commerce Product Attribute Prediction ↗](https://aclanthology.org/2025.emnlp-industry.18/)**Bryan Zhang, Suleiman Khan, Stephan Walter · Industry Track*1 citation*
882. **[Leveraging the Power of Large Language Models in Entity Linking via Adaptive Routing and Targeted Reasoning ↗](https://aclanthology.org/2025.emnlp-industry.59/)**Yajie Li, Albert Galimov, Mitra Datta Ganapaneni et al. · Industry Track*1 citation*
883. **[LiTEx: A Linguistic Taxonomy of Explanations for Understanding Within-Label Variation in Natural Language Inference ↗](https://aclanthology.org/2025.emnlp-main.1728/)**Pingjun Hong, Beiduo Chen, Siyao Peng et al. · 🏆 SAC Highlight Award*1 citation*
884. **[LimRank: Less is More for Reasoning-Intensive Information Reranking ↗](https://aclanthology.org/2025.emnlp-main.1041/)**Tingyu Song, Yilun Zhao, Siyue Zhang et al.*1 citation*
885. **[Linguistic Neuron Overlap Patterns to Facilitate Cross-lingual Transfer on Low-resource Languages ↗](https://aclanthology.org/2025.emnlp-main.1407/)**Yuemei Xu, Kexin Xu, Jian Zhou et al.*1 citation*
886. **[LionGuard 2: Building Lightweight, Data-Efficient & Localised Multilingual Content Moderators ↗](https://aclanthology.org/2025.emnlp-demos.20/)**Leanne Tan, Gabriel Chua, Ziyu Ge et al. · System Demonstrations*1 citation*
887. **[LiteASR: Efficient Automatic Speech Recognition with Low-Rank Approximation ↗](https://aclanthology.org/2025.emnlp-main.169/)**Keisuke Kamahori, Jungo Kasai, Noriyuki Kojima et al.*1 citation*
888. **[LiteraryQA: Towards Effective Evaluation of Long-document Narrative QA ↗](https://aclanthology.org/2025.emnlp-main.1729/)**Tommaso Bonomo, Luca Gioffré, Roberto Navigli*1 citation*
889. **[LoRACoE: Improving Large Language Model via Composition-based LoRA Expert ↗](https://aclanthology.org/2025.emnlp-main.1594/)**Guanyu Li, Zhiheng Xi, Zhihao Zhang et al.*1 citation*
890. **[LogiDynamics: Unraveling the Dynamics of Inductive, Abductive and Deductive Logical Inferences in LLM Reasoning ↗](https://aclanthology.org/2025.emnlp-main.1045/)**Tianshi Zheng, Cheng Jiayang, Chunyang Li et al.*1 citation*
891. **[Logits-Based Finetuning ↗](https://aclanthology.org/2025.emnlp-main.745/)**Jingyao Li, Senqiao Yang, Sitong Wu et al.*1 citation*
892. **[Long-Form Information Alignment Evaluation Beyond Atomic Facts ↗](https://aclanthology.org/2025.emnlp-main.558/)**Danna Zheng, Mirella Lapata, Jeff Z. Pan*1 citation*
893. **[Lost in Pronunciation: Detecting Chinese Offensive Language Disguised by Phonetic Cloaking Replacement ↗](https://aclanthology.org/2025.emnlp-industry.172/)**Haotan Guo, Jianfei He, Jiayuan Ma et al. · Industry Track*1 citation*
894. **[M-BRe: Discovering Training Samples for Relation Extraction from Unlabeled Texts with Large Language Models ↗](https://aclanthology.org/2025.emnlp-main.264/)**Zexuan Li, Hongliang Dai, Piji Li*1 citation*
895. **[M-Wanda: Improving One-Shot Pruning for Multilingual LLMs ↗](https://aclanthology.org/2025.emnlp-main.1369/)**Rochelle Choenni, Ivan Titov*1 citation*
896. **[MA-GTS: A Multi-Agent Framework for Solving Complex Graph Problems in Real-World Applications ↗](https://aclanthology.org/2025.emnlp-main.973/)**Zike Yuan, Ming Liu, Hui Wang et al.*1 citation*
897. **[MADAWSD: Multi-Agent Debate Framework for Adversarial Word Sense Disambiguation ↗](https://aclanthology.org/2025.emnlp-main.1134/)**Kaiyuan Zhang, Qian Liu, Luyang Zhang et al.*1 citation*
898. **[MAKAR: a Multi-Agent framework based Knowledge-Augmented Reasoning for Grounded Multimodal Named Entity Recognition ↗](https://aclanthology.org/2025.emnlp-main.311/)**Xinkui Lin, Yuhui Zhang, Yongxiu Xu et al.*1 citation*
899. **[MASA: LLM-Driven Multi-Agent Systems for Autoformalization ↗](https://aclanthology.org/2025.emnlp-demos.44/)**Lan Zhang, Marco Valentino, Andre Freitas · System Demonstrations*1 citation*
900. **[MAviS: A Multimodal Conversational Assistant For Avian Species ↗](https://aclanthology.org/2025.emnlp-main.1455/)**Yevheniia Kryklyvets, Mohammed Irfan Kurpath, Sahal Shaji Mullappilly et al. · 🏆 SAC Highlight Award*1 citation*

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