---
title: "ACL 2026 — all accepted papers, page 21 — the most cited first"
description: "All 2,650 papers of ACL 2026 · page 21 of 27, the most cited first; those with our summary link to it."
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# ACL 2026: all accepted papers

2,650 papers · page 21 of 27 · the most cited first · [← ACL 2026](https://md.research.elamur.ai/free/en/venues/acl/2026/)

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2001. **[ReTraceQA: Evaluating Reasoning Traces of Small Language Models in Commonsense Question Answering ↗](https://aclanthology.org/2026.acl-long.1798/)**Francesco Maria Molfese, Luca Moroni, Ciro Porcaro et al. · Long Papers
2002. **[Read As Human: Compressing Context via Parallelizable Close Reading and Skimming ↗](https://aclanthology.org/2026.acl-long.1309/)**Jiwei Tang, Shilei Liu, Zhicheng Zhang et al. · Long Papers
2003. **[Ready Jurist One: Benchmarking Language Agents for Legal Intelligence in Dynamic Environments ↗](https://aclanthology.org/2026.acl-long.471/)**Zheng Jia, Shengbin Yue, Wei Chen et al. · Long Papers
2004. **[RealChart2Code: Bridging the Gap in Real-World Chart-to-Code Generation via Multi-Task Evaluation ↗](https://aclanthology.org/2026.acl-long.1945/)**Jiajun Zhang, Yuying Li, Zhixun Li et al. · Long Papers
2005. **[RealTalk-CN: A Realistic Chinese Speech Task-Oriented Dialogue Benchmark with Cross-Modal Analysis ↗](https://aclanthology.org/2026.acl-long.131/)**Enzhi Wang, Jiaming Zhou, Yuhang Jia et al. · Long Papers
2006. **[ReasMark: A Robust Watermark for Attributing LLM Reasoning Under Knowledge Distillation Attacks ↗](https://aclanthology.org/2026.acl-long.2185/)**Peizhuo Lv, Ruihua Zhou, Yunpeng Li et al. · Long Papers
2007. **[Reason-Code: Reliable Code Generation via Test-Driven Monte Carlo Tree Search ↗](https://aclanthology.org/2026.acl-industry.30/)**Zixu Li, Zhiqi Peng · Industry Track
2008. **[ReasonAny: Incorporating Reasoning Capability to Any Model via Simple and Effective Model Merging ↗](https://aclanthology.org/2026.acl-long.2201/)**Junyao Yang, Chen Qian, Wen Shen et al. · Long Papers
2009. **[Reasoning Gets Harder for LLMs Inside A Dialogue ↗](https://aclanthology.org/2026.acl-long.560/)**Ivan Kartáč, Mateusz Lango, Ondrej Dusek · Long Papers
2010. **[Reasoning Hijacking: The Fragility of Reasoning Alignment in Large Language Models ↗](https://aclanthology.org/2026.acl-long.1698/)**Yuansen Liu, Yixuan Tang, Anthony Kum Hoe Tung · Long Papers
2011. **[Reasoning Is Not All You Need: Examining LLMs for Multi-Turn Mental Health Conversations ↗](https://aclanthology.org/2026.acl-long.2164/)**Mohit Chandra, Siddharth Sriraman, Harneet Singh Khanuja et al. · Long Papers
2012. **[Reasoning Over Space: Enabling Geographic Reasoning for LLM-Based Generative Next POI Recommendation ↗](https://aclanthology.org/2026.acl-long.332/)**Dongyi Lv, Qiuyu Ding, Heng-Da Xu et al. · Long Papers
2013. **[Reasoning Structure Matters for Safety Alignment of Reasoning Models ↗](https://aclanthology.org/2026.acl-long.240/)**Yeonjun In, Wonjoong Kim, Sangwu Park et al. · Long Papers
2014. **[Reasoning While Asking: Transforming Reasoning Large Language Models from Passive Solvers to Proactive Inquirers ↗](https://aclanthology.org/2026.acl-long.1619/)**Xin Chen, Feng Jiang, Yiqian Zhang et al. · Long Papers
2015. **[Reasoning over Precedents Alongside Statutes: Case-Augmented Deliberative Alignment for LLM Safety ↗](https://aclanthology.org/2026.acl-long.30/)**Can Jin, Rui Wu, Tong Che et al. · Long Papers
2016. **[Reasoning with Ontology Graph: Toward Type-Constrained Knowledge Graph Question Answering ↗](https://aclanthology.org/2026.acl-long.489/)**Yongxue Shan, Jie Peng, Zixuan Dong et al. · Long Papers
2017. **[ReasoningGuard: Safeguarding Large Reasoning Models with Inference-time Safety Aha Moments ↗](https://aclanthology.org/2026.acl-long.1453/)**Yuquan Wang, Mi Zhang, Yining Wang et al. · Long Papers
2018. **[Rectifying the Emotional Flow: Aligning Priors and Dynamic Guidance for High-Arousal Text-to-Speech ↗](https://aclanthology.org/2026.acl-long.998/)**Fangming Feng, Dongjie Fu, Zequn Xie et al. · Long Papers
2019. **[Red Teaming Large Reasoning Models ↗](https://aclanthology.org/2026.acl-long.1034/)**Jiawei Chen, Yang Yang, Chao Yu et al. · Long Papers
2020. **[RedCoder: Automated Multi-Turn Red Teaming for Code LLMs ↗](https://aclanthology.org/2026.acl-long.1531/)**Wenjie Jacky Mo, Qin Liu, Xiaofei Wen et al. · Long Papers
2021. **[RedOne 2.0: Rethinking Domain-specific LLM Post-Training in Social Networking Services ↗](https://aclanthology.org/2026.acl-industry.90/)**Fei zhao, Chonggang Lu, Haofu Qian et al. · Industry Track
2022. **[Reducing Token Redundancy in LVLMs: A Systematic Review of Token Pruning Methods ↗](https://aclanthology.org/2026.acl-long.328/)**Hanzhang Yuan, Mengxuan Hu, Wenhao Zhang et al. · Long Papers
2023. **[Reference Attack: A New Cross-Modal Jailbreaking Attack against Multimodal Large Language Models ↗](https://aclanthology.org/2026.acl-long.812/)**Yulong Wang, Yifei Fu, Jiayi Gao · Long Papers
2024. **[Reference-Free Schema Generation for Literature Review Tables via Multi-Faceted Rewards ↗](https://aclanthology.org/2026.acl-srw.111/)**Sinjoy Saha, Suman Saha, Mahfuza Farooque et al. · Student Research Workshop
2025. **[Refining and Reusing Annotation Guidelines for LLM Annotation ↗](https://aclanthology.org/2026.acl-long.1760/)**Kon Woo Kim, Jin-Dong Kim, Akiko Aizawa · Long Papers
2026. **[ReflectRM: Boosting Generative Reward Models via Self-Reflection within a Unified Judgment Framework ↗](https://aclanthology.org/2026.acl-long.1676/)**Kai Qin, Liangxin Liu, Yu Liang et al. · Long Papers
2027. **[Reflection in the Dark: Exposing and Escaping the Black Box in Reflective Prompt Optimization ↗](https://aclanthology.org/2026.acl-srw.8/)**Shiyan Liu, Qifeng Xia, Qiyun Xia et al. · Student Research Workshop
2028. **[Reframing Responsibility: Framing-Aware Event Causality Identification ↗](https://aclanthology.org/2026.acl-long.2173/)**Jin Zhao, Jiayi Yao, Xinrui Hu et al. · Long Papers
2029. **[RegTrack: A Fine-Grained Benchmark for Multi-Class Legal Change Detection ↗](https://aclanthology.org/2026.acl-srw.68/)**Joe Yu, Kevin Chenhao Li, Julian Ostarek · Student Research Workshop
2030. **[Region-Grounded Report Generation for 3D Medical Imaging: A Fine-Grained Dataset and Graph-Enhanced Framework ↗](https://aclanthology.org/2026.acl-long.903/)**Cong Huy Nguyen, Son Dinh Nguyen, Guanlin Li et al. · Long Papers
2031. **[Reinforced Efficient Reasoning via Semantically Diverse Exploration ↗](https://aclanthology.org/2026.acl-long.2216/)**Ziqi Zhao, Zhaochun Ren, Jiahong Zou et al. · Long Papers
2032. **[Reinforced Informativeness Optimization for Long-Form Retrieval-Augmented Generation ↗](https://aclanthology.org/2026.acl-long.612/)**Yuhao Wang, Ruiyang Ren, Yucheng Wang et al. · Long Papers
2033. **[Reinforcement Learning for Diffusion LLMs via Energy-Based Gibbs Alignment ↗](https://aclanthology.org/2026.acl-long.2131/)**Yijia Fan, Jing Yang, Mingyu Liu et al. · Long Papers
2034. **[Reinforcement Learning–Guided Adaptive Tuning for Out-of-Distribution Harmful Text Detection ↗](https://aclanthology.org/2026.acl-long.1623/)**Mengyu Xiang, Tinghao Chen, Boxu Han et al. · Long Papers
2035. **[Reinforcing Agentic Search Via Reward Density Optimization ↗](https://aclanthology.org/2026.acl-long.467/)**Kun Luo, Hongjin Qian, Zheng Liu et al. · Long Papers
2036. **[Reliable Evaluation Protocol for Low-Precision Retrieval ↗](https://aclanthology.org/2026.acl-short.33/)**Kisu Yang, Yoonna Jang, Hwanseok Jang et al. · Short Papers
2037. **[Reliable Use of Lemmas via Eligibility Reasoning and Section-Aware Reinforcement Learning ↗](https://aclanthology.org/2026.acl-short.20/)**Zhikun Xu, Xiaodong Yu, Ben Zhou et al. · Short Papers
2038. **[Render-of-Thought: Rendering Textual Chain-of-Thought as Images for Visual Latent Reasoning ↗](https://aclanthology.org/2026.acl-long.2097/)**Yifan Wang, Shiyu Li, Peiming Li et al. · Long Papers
2039. **[Rendering Data Unlearnable by Exploiting LLM Alignment Mechanisms ↗](https://aclanthology.org/2026.acl-long.1885/)**Ruihan Zhang, Jun Sun · Long Papers
2040. **[Repeated Sequences Reveal Gaps between Large Language Models and Natural Language ↗](https://aclanthology.org/2026.acl-long.379/)**Kumiko Tanaka-Ishii · Long Papers
2041. **[Representation Interventions Enable Lifelong Knowledge Memory Control in LLMs ↗](https://aclanthology.org/2026.acl-long.246/)**Xuyuan Liu, Shengyu Chen, Xinshuai Dong et al. · Long Papers
2042. **[Representing Lean Proofs as Trajectories in Latent Space ↗](https://aclanthology.org/2026.acl-srw.105/)**Elisaveta Samoylov, Soroush Vosoughi · Student Research Workshop
2043. **[ResoDiff-44k: High-Fidelity Cross-Lingual Speech and Singing Synthesis via Discrete Diffusion ↗](https://aclanthology.org/2026.acl-industry.146/)**Gyanendra Das, Sai Satyam Jena · Industry Track
2044. **[Resolving the Security-Auditability Dilemma with Auditable Latent Chain-of-Thought Alignment ↗](https://aclanthology.org/2026.acl-long.1570/)**Guan Wang, Biyu Zhou, Xuehai Tang et al. · Long Papers
2045. **[Resonating with RoPE: Spectral Quantization for High-Fidelity Key Cache Compression ↗](https://aclanthology.org/2026.acl-long.1732/)**Xuefei Wang, Haoyu Tang, Tianyuan Liang et al. · Long Papers
2046. **[RespiraMFM: A Multimodal Foundation Model with Contrastive Audio-Language Alignment for Respiratory Disease Identification ↗](https://aclanthology.org/2026.acl-long.58/)**Shakhrul Iman Siam, Tiantian Feng, Jiankun Zhang et al. · Long Papers
2047. **[Response-G1: Explicit Scene Graph Modeling for Proactive Streaming Video Understanding ↗](https://aclanthology.org/2026.acl-long.2042/)**Ke Ma, Jiaqi Tang, Bin Guo et al. · Long Papers
2048. **[Responsible Evaluation of AI for Mental Health ↗](https://aclanthology.org/2026.acl-long.347/)**Hiba Arnaout, Anmol Goel, H. Andrew Schwartz et al. · Long Papers
2049. **[Rethinking Composed Image Retrieval Evaluation: A Fine-Grained Benchmark from Image Editing ↗](https://aclanthology.org/2026.acl-long.2144/)**Tingyu Song, Yanzhao Zhang, Mingxin Li et al. · Long Papers
2050. **[Rethinking Data Mixing from the Perspective of Large Language Models ↗](https://aclanthology.org/2026.acl-short.28/)**Yuanjian Xu, Tianze Sun, Changwei Xu et al. · Short Papers
2051. **[Rethinking Depression Prediction from a Fine-Grained Subscore Modeling Perspective via Multi-Task Learning ↗](https://aclanthology.org/2026.acl-long.1841/)**Zhenguang Wang, Bo Li, Wenhui Tan et al. · Long Papers
2052. **[Rethinking Entropy Interventions in RLVR: An Entropy Change Perspective ↗](https://aclanthology.org/2026.acl-long.1436/)**Zhezheng Hao, Hong Wang, Haoyang Liu et al. · Long Papers · 🏆 Outstanding Paper
2053. **[Rethinking Evaluation for LLM Hallucination Detection: A Desiderata, A New RAG-based Benchmark, New Insights ↗](https://aclanthology.org/2026.acl-long.680/)**Wenbo Chen, Veena Padmanabhan, Tootiya Giyahchi et al. · Long Papers
2054. **[Rethinking Expert Trajectory Utilization in LLM Post-training for Mathematical Reasoning ↗](https://aclanthology.org/2026.acl-long.1528/)**Bowen Ding, Yuhan Chen, Jiayang Lyu et al. · Long Papers
2055. **[Rethinking Meeting Effectiveness: A Benchmark and Framework for Temporal Fine-grained Automatic Meeting Effectiveness Evaluation ↗](https://aclanthology.org/2026.acl-long.229/)**Yihang Li, Chenhui Chu · Long Papers
2056. **[Rethinking Reasoning-Intensive Retrieval: Evaluating and Advancing Retrievers in Agentic Search Systems ↗](https://aclanthology.org/2026.acl-long.1705/)**Yilun Zhao, Jinbiao Wei, Tingyu Song et al. · Long Papers
2057. **[Rethinking Sample Polarity in Reinforcement Learning with Verifiable Rewards ↗](https://aclanthology.org/2026.acl-long.134/)**Xinyu Tang, Yuliang Zhan, Zhixun Li et al. · Long Papers
2058. **[Rethinking Table Pruning in TableQA: From Sequential Revisions to Gold Trajectory-Supervised Parallel Search ↗](https://aclanthology.org/2026.acl-long.591/)**Yu Guo, Shenghao Ye, Shuangwu Chen et al. · Long Papers
2059. **[Rethinking the Idiomaticity Decomposability Hypothesis: Evidence from Distributional Learning](https://md.research.elamur.ai/free/en/papers/mi-2026-rethinking-idiomaticity-decomposability-hypothesis-evidence/)**Maggie Mi, Golzar Atefi, Atsuki Yamaguchi et al. · Long Papers*our summary*
2060. **[Rethinking the Role of Entropy in Optimizing Tool-Use Behaviors for Large Language Model Agents ↗](https://aclanthology.org/2026.acl-long.1288/)**Zeping Li, Hongru Wang, Yiwen Zhao et al. · Long Papers
2061. **[Retrieval Heads are Dynamic ↗](https://aclanthology.org/2026.acl-long.715/)**Yuping Lin, Zitao Li, Yue Xing et al. · Long Papers
2062. **[Retrieval as Generation: A Unified Framework with Self-Triggered Information Planning ↗](https://aclanthology.org/2026.acl-long.196/)**Bo Li, Mingda Wang, Gexiang Fang et al. · Long Papers
2063. **[Retrieval-Augmented Defense: Adaptive and Controllable Jailbreak Prevention for Large Language Models ↗](https://aclanthology.org/2026.acl-long.1895/)**Guangyu Yang, Jinghong Chen, Jingbiao Mei et al. · Long Papers
2064. **[Reusable Experiences: Latent Routing and Modular Composition in LLMs ↗](https://aclanthology.org/2026.acl-long.1388/)**Shuai Ling, Lizi Liao, Dongmei Jiang et al. · Long Papers
2065. **[Revealing the Seen, Imagining the Beyond: A Survey of Image-Grounded Chain-of-Thought Reasoning in Multimodal LLMs ↗](https://aclanthology.org/2026.acl-long.2087/)**Qihua Dong, Yitian Zhang, Huimin Zeng et al. · Long Papers
2066. **[Revisit What You See: Revealing Visual Semantics in Vision Tokens to Guide LVLM Decoding ↗](https://aclanthology.org/2026.acl-long.262/)**Beomsik Cho, Jaehyung Kim · Long Papers
2067. **[Revisiting Evaluation of Question Answering Systems in Low-Resource Indic Languages: Bridging Human and Metric Alignment ↗](https://aclanthology.org/2026.acl-short.58/)**Anuj Kumar, Satyadev Ahlawat, Yamuna Prasad et al. · Short Papers
2068. **[Revisiting Metric Reliability for Fine-grained Evaluation of Machine Translation and Summarization in Indian Languages](https://md.research.elamur.ai/free/en/papers/yari-2026-revisiting-metric-reliability-fine-grained/)**Amir Hossein Yari, Kalmit Kulkarni, Ahmad Raza Khan et al. · Long Papers*our summary*
2069. **[Revisiting Model Interpolation for Efficient Reasoning ↗](https://aclanthology.org/2026.acl-long.389/)**Taiqiang Wu, Runming Yang, Tao Liu et al. · Long Papers
2070. **[Revisiting Non-Verbatim Memorization in Large Language Models: The Role of Entity Surface Forms ↗](https://aclanthology.org/2026.acl-long.2178/)**Yuto Nishida, Naoki Shikoda, Yosuke Kishinami et al. · Long Papers
2071. **[Revisiting a Pain in the Neck: A Semantic Reasoning Benchmark for Language Models ↗](https://aclanthology.org/2026.acl-long.210/)**Yang Liu, Hongming Li, Melissa Xiaohui Qin et al. · Long Papers
2072. **[Revisiting the Reliability of Language Models in Instruction-Following ↗](https://aclanthology.org/2026.acl-long.354/)**Jianshuo Dong, Yutong Zhang, Liu Yan et al. · Long Papers
2073. **[Revitalizing Black-Box Interpretability: Actionable Interpretability for LLMs via Proxy Models ↗](https://aclanthology.org/2026.acl-long.220/)**Junhao Liu, Haonan Yu, Zhenyu Yan et al. · Long Papers
2074. **[Reviving Iterative Refinement in Diffusion-based NER with an Initializer-Restorer Approach ↗](https://aclanthology.org/2026.acl-short.72/)**Long Hai Trieu, Phí Minh Hieu, Makoto Miwa · Short Papers
2075. **[Reward Alignment Optimization: A Direct Point-wise Alignment Approach ↗](https://aclanthology.org/2026.acl-long.2027/)**Zelin Li, Jia Leng, Dawei Song et al. · Long Papers
2076. **[Reward Modeling for Scientific Writing Evaluation ↗](https://aclanthology.org/2026.acl-long.567/)**Furkan Şahinuç, Subhabrata Dutta, Iryna Gurevych · Long Papers
2077. **[Rhetorical Questions in LLM Representations: A Linear Probing Study](https://md.research.elamur.ai/free/en/papers/yao-2026-rhetorical-questions-llm-representations-linear/)**Louie Hong Yao, Vishesh Anand, Yuan Zhuang et al. · Long Papers*our summary*
2078. **[Right at My Level: A Unified Multilingual Framework for Proficiency-Aware Text Simplification ↗](https://aclanthology.org/2026.acl-long.1086/)**Jinhong Jeong, Junghun Park, Youngjae Yu · Long Papers
2079. **[RiskLab: A Controlled Toolkit for Probing Emergent Risks in LLM-Based Multi-Agent Systems ↗](https://aclanthology.org/2026.acl-demo.17/)**Yu Jiang, Wenjie Wang, Yue Huang et al. · System Demonstrations
2080. **[River-LLM: Large Language Model Seamless Exit Based on KV Share ↗](https://aclanthology.org/2026.acl-long.1746/)**Yingtao Shen, An Zou · Long Papers
2081. **[RoBSA: RoPE-based Blockwise Sparse Multi-head Latent Attention ↗](https://aclanthology.org/2026.acl-long.46/)**Xinyu Shi, Kairong Luo, Zhen Zheng et al. · Long Papers
2082. **[Robertha: Eigenspectrum Regularized Attention for Robust Natural Language Understanding ↗](https://aclanthology.org/2026.acl-long.696/)**Andreia Podasca, Anup Das · Long Papers
2083. **[RoboFailRing: Retrieval-Augmented and Language Grounding Failure Detection for VLM-enabled Robotic Manipulation ↗](https://aclanthology.org/2026.acl-long.602/)**Chenduo Ying, Linkang Du, Yuanchao Shu et al. · Long Papers
2084. **[Robust Explanations for User Trust in Enterprise NLP Systems ↗](https://aclanthology.org/2026.acl-industry.81/)**Guilin Zhang, Kai Zhao, Jeffrey Friedman et al. · Industry Track
2085. **[Robust Membership Inference for Large Language Models under Adversarial Generative Corruption ↗](https://aclanthology.org/2026.acl-long.1835/)**Yuanhong Huang, Huili Wang, Xueying Bai et al. · Long Papers
2086. **[Robust Tool Use via Fission-GRPO: Learning to Recover from Execution Errors ↗](https://aclanthology.org/2026.acl-long.1880/)**Zhiwei Zhang, Fei Zhao, Rui Wang et al. · Long Papers
2087. **[Rose-SQL: Role-State Evolution Guided Structured Reasoning for Multi-Turn Text-to-SQL ↗](https://aclanthology.org/2026.acl-long.2107/)**Le Zhou, Feng Yao, Fengcai Qiao et al. · Long Papers
2088. **[Route to Rome Attack: Directing LLM Routers to Expensive Models via Adversarial Suffix Optimization ↗](https://aclanthology.org/2026.acl-long.2051/)**Haochun Tang, Yuliang Yan, Jiahua Lu et al. · Long Papers
2089. **[RouteLMT: Learned Sample Routing for Hybrid LLM Translation Deployment ↗](https://aclanthology.org/2026.acl-industry.129/)**Yingfeng Luo, Hongyu Liu, DingYang Lin et al. · Industry Track
2090. **[RouteMoA: Dynamic Routing without Pre-Inference Boosts Efficient Mixture-of-Agents ↗](https://aclanthology.org/2026.acl-long.558/)**Jize Wang, Han Wu, Zhiyuan You et al. · Long Papers
2091. **[Routing with Generated Data: Annotation-Free LLM Skill Estimation and Expert Selection ↗](https://aclanthology.org/2026.acl-long.1498/)**Tianyi Niu, Justin Chen, Genta Indra Winata et al. · Long Papers
2092. **[RubricBench: Aligning Model-Generated Rubrics with Human Standards ↗](https://aclanthology.org/2026.acl-long.1439/)**Junyi Zhou, Qiyuan Zhang, Yufei Wang et al. · Long Papers
2093. **[RubricHub: A Comprehensive and Highly Discriminative Rubric Dataset via Automated Coarse-to-Fine Generation ↗](https://aclanthology.org/2026.acl-long.1445/)**Sunzhu Li, Jiale Zhao, Huimin Ren et al. · Long Papers
2094. **[Ryze: Evidence-Enriched Data Synthesis from Biomedical Papers ↗](https://aclanthology.org/2026.acl-demo.73/)**Yeqi Huang, Yue Chen, Yanwei Ye et al. · System Demonstrations
2095. **[S2O: Early Stopping for Sparse Attention via Online Permutation ↗](https://aclanthology.org/2026.acl-long.351/)**Yu Zhang, Songwei Liu, Chenqian Yan et al. · Long Papers
2096. **[S2S-Arena: Evaluating Paralinguistic Instruction Following in Speech-to-Speech Models ↗](https://aclanthology.org/2026.acl-long.1615/)**Feng Jiang, Zhiyu Lin, Yiyang Liu et al. · Long Papers
2097. **[SAC: Neural Speech Codec with Semantic-Acoustic Dual-Stream Quantization ↗](https://aclanthology.org/2026.acl-long.138/)**Wenxi Chen, Ruiqi Yan, Yushen Chen et al. · Long Papers
2098. **[SAD: A Large-Scale Strategic Argumentative Dialogue Dataset ↗](https://aclanthology.org/2026.acl-long.1673/)**YongKang Liu, Jiayang Yu, Mingyang Wang et al. · Long Papers
2099. **[SADA: Bridging In-Context Learning and Fine-Tuning via State-Aligned Distillation Adapters ↗](https://aclanthology.org/2026.acl-long.1046/)**Wenhao Gao, Tianlong Wang, Wei Jia et al. · Long Papers
2100. **[SAFO: Stable Adaptive Fairness Optimization for LLM-Based Social Survey Simulation ↗](https://aclanthology.org/2026.acl-long.1458/)**Chenxi Lin, Zhuoren Jiang, Kaisong Song et al. · Long Papers

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