---
title: "NAACL 2025 — all accepted papers — the most cited first"
description: "All 903 papers of NAACL 2025 · page 1 of 10, the most cited first; those with our summary link to it."
canonical: "https://research.elamur.ai/free/en/venues/naacl/2025/papers/"
---
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# NAACL 2025: all accepted papers

903 papers · page 1 of 10 · the most cited first · [← NAACL 2025](https://md.research.elamur.ai/free/en/venues/naacl/2025/)

**1** [2](https://md.research.elamur.ai/free/en/venues/naacl/2025/papers/page/2/) … [10](https://md.research.elamur.ai/free/en/venues/naacl/2025/papers/page/10/) [next →](https://md.research.elamur.ai/free/en/venues/naacl/2025/papers/page/2/)

1. **[Knowledge Graph-Guided Retrieval Augmented Generation ↗](https://aclanthology.org/2025.naacl-long.449/)**Xiangrong Zhu, Yuexiang Xie, Yi Liu et al. · Long Papers*80 citations*
2. **[Simulating Classroom Education with LLM-Empowered Agents ↗](https://aclanthology.org/2025.naacl-long.520/)**Zheyuan Zhang, Daniel Zhang-Li, Jifan Yu et al. · Long Papers*46 citations*
3. **[ResearchAgent: Iterative Research Idea Generation over Scientific Literature with Large Language Models ↗](https://aclanthology.org/2025.naacl-long.342/)**Jinheon Baek, Sujay Kumar Jauhar, Silviu Cucerzan et al. · Long Papers*38 citations*
4. **[Rationale-Guided Retrieval Augmented Generation for Medical Question Answering ↗](https://aclanthology.org/2025.naacl-long.635/)**Jiwoong Sohn, Yein Park, Chanwoong Yoon et al. · Long Papers*33 citations*
5. **[What Did I Do Wrong? Quantifying LLMs' Sensitivity and Consistency to Prompt Engineering ↗](https://aclanthology.org/2025.naacl-long.73/)**Federico Errica, Davide Sanvito, Giuseppe Siracusano et al. · Long Papers*27 citations*
6. **[The Good, The Bad, and The Greedy: Evaluation of LLMs Should Not Ignore Non-Determinism ↗](https://aclanthology.org/2025.naacl-long.211/)**Yifan Song, Guoyin Wang, Sujian Li et al. · Long Papers*26 citations*
7. **[Benchmarking Large Language Models on Answering and Explaining Challenging Medical Questions](https://md.research.elamur.ai/free/en/papers/chen-2025-benchmarking-large-language-models-answering/)**Hanjie Chen, Zhouxiang Fang, Yash Singla et al. · Long Papers*25 citations · our summary*
8. **[AudioBench: A Universal Benchmark for Audio Large Language Models](https://md.research.elamur.ai/free/en/papers/wang-2025-audiobench-universal-benchmark-audio-large/)**Bin Wang, Xunlong Zou, Geyu Lin et al. · Long Papers*21 citations · our summary*
9. **[Fact, Fetch, and Reason: A Unified Evaluation of Retrieval-Augmented Generation ↗](https://aclanthology.org/2025.naacl-long.243/)**Satyapriya Krishna, Kalpesh Krishna, Anhad Mohananey et al. · Long Papers*21 citations*
10. **[VERSA: A Versatile Evaluation Toolkit for Speech, Audio, and Music ↗](https://aclanthology.org/2025.naacl-demo.19/)**Jiatong Shi, Hye-jin Shim, Jinchuan Tian et al. · Human Language Technologies (System Demonstrations*20 citations*
11. **[CodexGraph: Bridging Large Language Models and Code Repositories via Code Graph Databases ↗](https://aclanthology.org/2025.naacl-long.7/)**Xiangyan Liu, Bo Lan, Zhiyuan Hu et al. · Long Papers*19 citations*
12. **[EASYTOOL: Enhancing LLM-based Agents with Concise Tool Instruction ↗](https://aclanthology.org/2025.naacl-long.44/)**Siyu Yuan, Kaitao Song, Jiangjie Chen et al. · Long Papers*19 citations*
13. **[xLAM: A Family of Large Action Models to Empower AI Agent Systems](https://md.research.elamur.ai/free/en/papers/zhang-2025-xlam-family-large-action-models/)**Jianguo Zhang, Tian Lan, Ming Zhu et al. · Long Papers*19 citations · our summary*
14. **[Fact-Aware Multimodal Retrieval Augmentation for Accurate Medical Radiology Report Generation ↗](https://aclanthology.org/2025.naacl-long.28/)**Liwen Sun, James Jialun Zhao, Wenjing Han et al. · Long Papers*18 citations*
15. **[An Efficient Gloss-Free Sign Language Translation Using Spatial Configurations and Motion Dynamics with LLMs ↗](https://aclanthology.org/2025.naacl-long.197/)**Eui Jun Hwang, Sukmin Cho, Junmyeong Lee et al. · Long Papers*17 citations*
16. **[Design2Code: Benchmarking Multimodal Code Generation for Automated Front-End Engineering ↗](https://aclanthology.org/2025.naacl-long.199/)**Chenglei Si, Yanzhe Zhang, Ryan Li et al. · Long Papers*17 citations*
17. **[Hello Again! LLM-powered Personalized Agent for Long-term Dialogue ↗](https://aclanthology.org/2025.naacl-long.272/)**Hao Li, Chenghao Yang, An Zhang et al. · Long Papers*17 citations*
18. **[VisDoM: Multi-Document QA with Visually Rich Elements Using Multimodal Retrieval-Augmented Generation ↗](https://aclanthology.org/2025.naacl-long.310/)**Manan Suri, Puneet Mathur, Franck Dernoncourt et al. · Long Papers*16 citations*
19. **[Towards Sustainable NLP: Insights from Benchmarking Inference Energy in Large Language Models ↗](https://aclanthology.org/2025.naacl-long.632/)**Soham Poddar, Paramita Koley, Janardan Misra et al. · Long Papers*15 citations*
20. **[AEGIS2.0: A Diverse AI Safety Dataset and Risks Taxonomy for Alignment of LLM Guardrails ↗](https://aclanthology.org/2025.naacl-long.306/)**Shaona Ghosh, Prasoon Varshney, Makesh Narsimhan Sreedhar et al. · Long Papers*14 citations*
21. **[Is Translation All You Need? A Study on Solving Multilingual Tasks with Large Language Models ↗](https://aclanthology.org/2025.naacl-long.485/)**Chaoqun Liu, Wenxuan Zhang, Yiran Zhao et al. · Long Papers*14 citations*
22. **[SeaLLMs 3: Open Foundation and Chat Multilingual Large Language Models for Southeast Asian Languages ↗](https://aclanthology.org/2025.naacl-demo.10/)**Wenxuan Zhang, Hou Pong Chan, Yiran Zhao et al. · Human Language Technologies (System Demonstrations*14 citations*
23. **[Logic-of-Thought: Injecting Logic into Contexts for Full Reasoning in Large Language Models ↗](https://aclanthology.org/2025.naacl-long.510/)**Tongxuan Liu, Wenjiang Xu, Weizhe Huang et al. · Long Papers*13 citations*
24. **[MCQG-SRefine: Multiple Choice Question Generation and Evaluation with Iterative Self-Critique, Correction, and Comparison Feedback ↗](https://aclanthology.org/2025.naacl-long.538/)**Zonghai Yao, Aditya Parashar, Huixue Zhou et al. · Long Papers*13 citations*
25. **[SimRAG: Self-Improving Retrieval-Augmented Generation for Adapting Large Language Models to Specialized Domains ↗](https://aclanthology.org/2025.naacl-long.575/)**Ran Xu, Hui Liu, Sreyashi Nag et al. · Long Papers*13 citations*
26. **[CBT-Bench: Evaluating Large Language Models on Assisting Cognitive Behavior Therapy ↗](https://aclanthology.org/2025.naacl-long.196/)**Mian Zhang, Xianjun Yang, Xinlu Zhang et al. · Long Papers*12 citations*
27. **[EvoAgent: Towards Automatic Multi-Agent Generation via Evolutionary Algorithms ↗](https://aclanthology.org/2025.naacl-long.315/)**Siyu Yuan, Kaitao Song, Jiangjie Chen et al. · Long Papers*12 citations*
28. **[Graph Neural Network Enhanced Retrieval for Question Answering of Large Language Models ↗](https://aclanthology.org/2025.naacl-long.337/)**Zijian Li, Qingyan Guo, Jiawei Shao et al. · Long Papers*12 citations*
29. **[ImgTrojan: Jailbreaking Vision-Language Models with ONE Image ↗](https://aclanthology.org/2025.naacl-long.360/)**Xijia Tao, Shuai Zhong, Lei Li et al. · Long Papers*12 citations*
30. **[MiLoRA: Harnessing Minor Singular Components for Parameter-Efficient LLM Finetuning ↗](https://aclanthology.org/2025.naacl-long.248/)**Hanqing Wang, Yixia Li, Shuo Wang et al. · Long Papers*12 citations*
31. **[Multi$^3$Hate: Multimodal, Multilingual, and Multicultural Hate Speech Detection with Vision–Language Models ↗](https://aclanthology.org/2025.naacl-long.490/)**Minh Duc Bui, Katharina von der Wense, Anne Lauscher · Long Papers*12 citations*
32. **[NormAd: A Framework for Measuring the Cultural Adaptability of Large Language Models ↗](https://aclanthology.org/2025.naacl-long.120/)**Abhinav Rao, Akhila Yerukola, Vishwa Shah et al. · Long Papers*12 citations*
33. **[Prompt Compression for Large Language Models: A Survey ↗](https://aclanthology.org/2025.naacl-long.368/)**Zongqian Li, Yinhong Liu, Yixuan Su et al. · Long Papers*12 citations*
34. **[mHumanEval - A Multilingual Benchmark to Evaluate Large Language Models for Code Generation ↗](https://aclanthology.org/2025.naacl-long.570/)**Nishat Raihan, Antonios Anastasopoulos, Marcos Zampieri · Long Papers*12 citations*
35. **[AgentMove: A Large Language Model based Agentic Framework for Zero-shot Next Location Prediction ↗](https://aclanthology.org/2025.naacl-long.61/)**Jie Feng, Yuwei Du, Jie Zhao et al. · Long Papers*11 citations*
36. **[Decoding Speculative Decoding ↗](https://aclanthology.org/2025.naacl-long.328/)**Minghao Yan, Saurabh Agarwal, Shivaram Venkataraman · Long Papers*11 citations*
37. **[How Good Are LLMs for Literary Translation, Really? Literary Translation Evaluation with Humans and LLMs ↗](https://aclanthology.org/2025.naacl-long.548/)**Ran Zhang, Wei Zhao, Steffen Eger · Long Papers*11 citations*
38. **[Measuring memorization in language models via probabilistic extraction ↗](https://aclanthology.org/2025.naacl-long.469/)**Jamie Hayes, Marika Swanberg, Harsh Chaudhari et al. · Long Papers*11 citations*
39. **[Unmasking Implicit Bias: Evaluating Persona-Prompted LLM Responses in Power-Disparate Social Scenarios ↗](https://aclanthology.org/2025.naacl-long.50/)**Bryan Chen Zhengyu Tan, Roy Ka-Wei Lee · Long Papers*11 citations*
40. **[AfriHate: A Multilingual Collection of Hate Speech and Abusive Language Datasets for African Languages ↗](https://aclanthology.org/2025.naacl-long.92/)**Shamsuddeen Hassan Muhammad, Idris Abdulmumin, Abinew Ali Ayele et al. · Long Papers*10 citations*
41. **[CowPilot: A Framework for Autonomous and Human-Agent Collaborative Web Navigation ↗](https://aclanthology.org/2025.naacl-demo.17/)**Faria Huq, Zora Zhiruo Wang, Frank F. Xu et al. · Human Language Technologies (System Demonstrations*10 citations*
42. **[Exploring Large Language Models for Effective Rumor Detection on Social Media ↗](https://aclanthology.org/2025.naacl-long.128/)**Yirong Zeng, Xiao Ding, Bibo Cai et al. · Long Papers*10 citations*
43. **[FedSpaLLM: Federated Pruning of Large Language Models ↗](https://aclanthology.org/2025.naacl-long.424/)**Guangji Bai, Yijiang Li, Zilinghan Li et al. · Long Papers*10 citations*
44. **[FollowIR: Evaluating and Teaching Information Retrieval Models to Follow Instructions ↗](https://aclanthology.org/2025.naacl-long.597/)**Orion Weller, Benjamin Chang, Sean MacAvaney et al. · Long Papers*10 citations*
45. **[In-Context Learning with Long-Context Models: An In-Depth Exploration](https://md.research.elamur.ai/free/en/papers/bertsch-2025-context-learning-long-context-models/)**Amanda Bertsch, Maor Ivgi, Emily Xiao et al. · Long Papers*10 citations · our summary*
46. **[MixLLM: Dynamic Routing in Mixed Large Language Models ↗](https://aclanthology.org/2025.naacl-long.545/)**Xinyuan Wang, Yanchi Liu, Wei Cheng et al. · Long Papers*10 citations*
47. **[Mixture of Multimodal Adapters for Sentiment Analysis ↗](https://aclanthology.org/2025.naacl-long.90/)**Kezhou Chen, Shuo Wang, Huixia Ben et al. · Long Papers*10 citations*
48. **[Multilingual Machine Translation with Open Large Language Models at Practical Scale: An Empirical Study ↗](https://aclanthology.org/2025.naacl-long.280/)**Menglong Cui, Pengzhi Gao, Wei Liu et al. · Long Papers*10 citations*
49. **[OpenReviewer: A Specialized Large Language Model for Generating Critical Scientific Paper Reviews ↗](https://aclanthology.org/2025.naacl-demo.44/)**Maximilian Idahl, Zahra Ahmadi · Human Language Technologies (System Demonstrations*10 citations*
50. **[RAG LLMs are Not Safer: A Safety Analysis of Retrieval-Augmented Generation for Large Language Models ↗](https://aclanthology.org/2025.naacl-long.281/)**Bang An, Shiyue Zhang, Mark Dredze · Long Papers*10 citations*
51. **[REL-A.I.: An Interaction-Centered Approach To Measuring Human-LM Reliance ↗](https://aclanthology.org/2025.naacl-long.556/)**Kaitlyn Zhou, Jena D. Hwang, Xiang Ren et al. · Long Papers*10 citations*
52. **[Unifying AI Tutor Evaluation: An Evaluation Taxonomy for Pedagogical Ability Assessment of LLM-Powered AI Tutors ↗](https://aclanthology.org/2025.naacl-long.57/)**Kaushal Kumar Maurya, Kv Aditya Srivatsa, Kseniia Petukhova et al. · Long Papers*10 citations*
53. **[Vision-Language Models Can Self-Improve Reasoning via Reflection ↗](https://aclanthology.org/2025.naacl-long.447/)**Kanzhi Cheng, Li YanTao, Fangzhi Xu et al. · Long Papers*10 citations*
54. **[WorldCuisines: A Massive-Scale Benchmark for Multilingual and Multicultural Visual Question Answering on Global Cuisines ↗](https://aclanthology.org/2025.naacl-long.167/)**Genta Indra Winata, Frederikus Hudi, Patrick Amadeus Irawan et al. · Long Papers*10 citations*
55. **[Beyond End-to-End VLMs: Leveraging Intermediate Text Representations for Superior Flowchart Understanding ↗](https://aclanthology.org/2025.naacl-long.180/)**Junyi Ye, Ankan Dash, Wenpeng Yin et al. · Long Papers*9 citations*
56. **[Can Unconfident LLM Annotations Be Used for Confident Conclusions? ↗](https://aclanthology.org/2025.naacl-long.179/)**Kristina Gligorić, Tijana Zrnic, Cinoo Lee et al. · Long Papers*9 citations*
57. **[Cross-Lingual Transfer Learning for Speech Translation ↗](https://aclanthology.org/2025.naacl-short.4/)**Rao Ma, Mengjie Qian, Yassir Fathullah et al. · Short Papers*9 citations*
58. **[DenseSSM: State Space Models with Dense Hidden Connection for Efficient Large Language Models ↗](https://aclanthology.org/2025.naacl-long.467/)**Wei He, Kai Han, Yehui Tang et al. · Long Papers*9 citations*
59. **[Evaluating Bias in LLMs for Job-Resume Matching: Gender, Race, and Education ↗](https://aclanthology.org/2025.naacl-industry.55/)**Hayate Iso, Pouya Pezeshkpour, Nikita Bhutani et al. · Industry Track*9 citations*
60. **[Lived Experience Not Found: LLMs Struggle to Align with Experts on Addressing Adverse Drug Reactions from Psychiatric Medication Use ↗](https://aclanthology.org/2025.naacl-long.553/)**Mohit Chandra, Siddharth Sriraman, Gaurav Verma et al. · Long Papers*9 citations*
61. **[MSc-SQL: Multi-Sample Critiquing Small Language Models For Text-To-SQL Translation ↗](https://aclanthology.org/2025.naacl-long.107/)**Satya Krishna Gorti, Ilan Gofman, Zhaoyan Liu et al. · Long Papers*9 citations*
62. **[RAG-Star: Enhancing Deliberative Reasoning with Retrieval Augmented Verification and Refinement ↗](https://aclanthology.org/2025.naacl-long.361/)**Jinhao Jiang, Jiayi Chen, Junyi Li et al. · Long Papers*9 citations*
63. **[Self-Debiasing Large Language Models: Zero-Shot Recognition and Reduction of Stereotypes ↗](https://aclanthology.org/2025.naacl-short.74/)**Isabel O. Gallegos, Ryan Aponte, Ryan A. Rossi et al. · Short Papers*9 citations*
64. **[Specializing Large Language Models to Simulate Survey Response Distributions for Global Populations ↗](https://aclanthology.org/2025.naacl-long.162/)**Yong Cao, Haijiang Liu, Arnav Arora et al. · Long Papers*9 citations*
65. **[Towards LLMs Robustness to Changes in Prompt Format Styles ↗](https://aclanthology.org/2025.naacl-srw.51/)**Lilian Ngweta, Kiran Kate, Jason Tsay et al. · Student Research Workshop*9 citations*
66. **[Divergent Thoughts toward One Goal: LLM-based Multi-Agent Collaboration System for Electronic Design Automation ↗](https://aclanthology.org/2025.naacl-long.83/)**Haoyuan Wu, Haisheng Zheng, Zhuolun He et al. · Long Papers*8 citations*
67. **[Does Liking Yellow Imply Driving a School Bus? Semantic Leakage in Language Models ↗](https://aclanthology.org/2025.naacl-long.35/)**Hila Gonen, Terra Blevins, Alisa Liu et al. · Long Papers*8 citations*
68. **[FinEval: A Chinese Financial Domain Knowledge Evaluation Benchmark for Large Language Models ↗](https://aclanthology.org/2025.naacl-long.318/)**Xin Guo, Haotian Xia, Zhaowei Liu et al. · Long Papers*8 citations*
69. **[GenSim: A General Social Simulation Platform with Large Language Model based Agents ↗](https://aclanthology.org/2025.naacl-demo.15/)**Jiakai Tang, Heyang Gao, Xuchen Pan et al. · Human Language Technologies (System Demonstrations*8 citations*
70. **[GloCOM: A Short Text Neural Topic Model via Global Clustering Context ↗](https://aclanthology.org/2025.naacl-long.51/)**Quang Duc Nguyen, Tung Nguyen, Duc Anh Nguyen et al. · Long Papers*8 citations*
71. **[How Can We Diagnose and Treat Bias in Large Language Models for Clinical Decision-Making? ↗](https://aclanthology.org/2025.naacl-long.114/)**Kenza Benkirane, Jackie Kay, Maria Perez-Ortiz · Long Papers*8 citations*
72. **[IrokoBench: A New Benchmark for African Languages in the Age of Large Language Models](https://md.research.elamur.ai/free/en/papers/adelani-2025-irokobench-new-benchmark-african-languages/)**David Ifeoluwa Adelani, Jessica Ojo, Israel Abebe Azime et al. · Long Papers*8 citations · our summary*
73. **[Is Your LLM Outdated? A Deep Look at Temporal Generalization ↗](https://aclanthology.org/2025.naacl-long.381/)**Chenghao Zhu, Nuo Chen, Yufei Gao et al. · Long Papers*8 citations*
74. **[KMMLU: Measuring Massive Multitask Language Understanding in Korean](https://md.research.elamur.ai/free/en/papers/son-2025-kmmlu-measuring-massive-multitask-language/)**Guijin Son, Hanwool Lee, Sungdong Kim et al. · Long Papers*8 citations · our summary*
75. **[L3GO: Language Agents with Chain-of-3D-Thoughts for Generating Unconventional Objects ↗](https://aclanthology.org/2025.naacl-demo.37/)**Yutaro Yamada, Khyathi Chandu, Bill Yuchen Lin et al. · Human Language Technologies (System Demonstrations*8 citations*
76. **[Learning to Summarize from LLM-generated Feedback ↗](https://aclanthology.org/2025.naacl-long.38/)**Hwanjun Song, Taewon Yun, Yuho Lee et al. · Long Papers*8 citations*
77. **[One fish, two fish, but not the whole sea: Alignment reduces language models' conceptual diversity ↗](https://aclanthology.org/2025.naacl-long.561/)**Sonia Krishna Murthy, Tomer Ullman, Jennifer Hu · Long Papers*8 citations*
78. **[Reasoning Aware Self-Consistency: Leveraging Reasoning Paths for Efficient LLM Sampling ↗](https://aclanthology.org/2025.naacl-long.184/)**Guangya Wan, Yuqi Wu, Jie Chen et al. · Long Papers*8 citations*
79. **[Retrieval, Reasoning, Re-ranking: A Context-Enriched Framework for Knowledge Graph Completion ↗](https://aclanthology.org/2025.naacl-long.221/)**Muzhi Li, Cehao Yang, Chengjin Xu et al. · Long Papers*8 citations*
80. **[Speculative Diffusion Decoding: Accelerating Language Generation through Diffusion ↗](https://aclanthology.org/2025.naacl-long.601/)**Jacob K Christopher, Brian R. Bartoldson, Tal Ben-Nun et al. · Long Papers*8 citations*
81. **[UFO: A UI-Focused Agent for Windows OS Interaction ↗](https://aclanthology.org/2025.naacl-long.26/)**Chaoyun Zhang, Liqun Li, Shilin He et al. · Long Papers*8 citations*
82. **[A Layered Debating Multi-Agent System for Similar Disease Diagnosis ↗](https://aclanthology.org/2025.naacl-short.46/)**Yutian Zhao, Huimin Wang, Yefeng Zheng et al. · Short Papers*7 citations*
83. **[An LLM-Based Approach for Insight Generation in Data Analysis ↗](https://aclanthology.org/2025.naacl-long.24/)**Alberto Sánchez Pérez, Alaa Boukhary, Paolo Papotti et al. · Long Papers*7 citations*
84. **[CVE-Bench: Benchmarking LLM-based Software Engineering Agent's Ability to Repair Real-World CVE Vulnerabilities ↗](https://aclanthology.org/2025.naacl-long.212/)**Peiran Wang, Xiaogeng Liu, Chaowei Xiao · Long Papers*7 citations*
85. **[Can LLMs Convert Graphs to Text-Attributed Graphs? ↗](https://aclanthology.org/2025.naacl-long.65/)**Zehong Wang, Sidney Liu, Zheyuan Zhang et al. · Long Papers*7 citations*
86. **[DreamSync: Aligning Text-to-Image Generation with Image Understanding Feedback ↗](https://aclanthology.org/2025.naacl-long.304/)**Jiao Sun, Deqing Fu, Yushi Hu et al. · Long Papers*7 citations*
87. **[Enhancing Function-Calling Capabilities in LLMs: Strategies for Prompt Formats, Data Integration, and Multilingual Translation ↗](https://aclanthology.org/2025.naacl-industry.9/)**Yi-Chang Chen, Po-Chun Hsu, Chan-Jan Hsu et al. · Industry Track*7 citations*
88. **[Evaluating Morphological Compositional Generalization in Large Language Models ↗](https://aclanthology.org/2025.naacl-long.59/)**Mete Ismayilzada, Defne Circi, Jonne Sälevä et al. · Long Papers*7 citations*
89. **[Evaluating Small Language Models for News Summarization: Implications and Factors Influencing Performance ↗](https://aclanthology.org/2025.naacl-long.253/)**Borui Xu, Yao Chen, Zeyi Wen et al. · Long Papers*7 citations*
90. **[FaithBench: A Diverse Hallucination Benchmark for Summarization by Modern LLMs ↗](https://aclanthology.org/2025.naacl-short.38/)**Forrest Sheng Bao, Miaoran Li, Renyi Qu et al. · Short Papers*7 citations*
91. **[Generating Long-form Story Using Dynamic Hierarchical Outlining with Memory-Enhancement ↗](https://aclanthology.org/2025.naacl-long.63/)**Qianyue Wang, Jinwu Hu, Zhengping Li et al. · Long Papers*7 citations*
92. **[Guiding Medical Vision-Language Models with Diverse Visual Prompts: Framework Design and Comprehensive Exploration of Prompt Variations ↗](https://aclanthology.org/2025.naacl-long.587/)**Kangyu Zhu, Ziyuan Qin, Huahui Yi et al. · Long Papers*7 citations*
93. **[LLM The Genius Paradox: A Linguistic and Math Expert's Struggle with Simple Word-based Counting Problems ↗](https://aclanthology.org/2025.naacl-long.172/)**Nan Xu, Xuezhe Ma · Long Papers*7 citations*
94. **[LLM-Supported Natural Language to Bash Translation ↗](https://aclanthology.org/2025.naacl-long.555/)**Finnian Westenfelder, Erik Hemberg, Stephen Moskal et al. · Long Papers*7 citations*
95. **[LLaMA-Berry: Pairwise Optimization for Olympiad-level Mathematical Reasoning via O1-like Monte Carlo Tree Search ↗](https://aclanthology.org/2025.naacl-long.375/)**Di Zhang, Jianbo Wu, Jingdi Lei et al. · Long Papers*7 citations*
96. **[LiPO: Listwise Preference Optimization through Learning-to-Rank ↗](https://aclanthology.org/2025.naacl-long.121/)**Tianqi Liu, Zhen Qin, Junru Wu et al. · Long Papers*7 citations*
97. **[MASTER: A Multi-Agent System with LLM Specialized MCTS ↗](https://aclanthology.org/2025.naacl-long.476/)**Bingzheng Gan, Yufan Zhao, Tianyi Zhang et al. · Long Papers*7 citations*
98. **[MEDA: Dynamic KV Cache Allocation for Efficient Multimodal Long-Context Inference ↗](https://aclanthology.org/2025.naacl-long.125/)**Zhongwei Wan, Hui Shen, Xin Wang et al. · Long Papers*7 citations*
99. **[On Behalf of the Stakeholders: Trends in NLP Model Interpretability in the Era of LLMs ↗](https://aclanthology.org/2025.naacl-long.29/)**Nitay Calderon, Roi Reichart · Long Papers*7 citations*
100. **[SPY: Enhancing Privacy with Synthetic PII Detection Dataset ↗](https://aclanthology.org/2025.naacl-srw.23/)**Maksim Savkin, Timur Ionov, Vasily Konovalov · Student Research Workshop*7 citations*

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