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

3,414 papers · page 21 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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2001. **[When in Doubt, Ask First: A Unified Retrieval Agent-Based System for Ambiguous and Unanswerable Question Answering ↗](https://aclanthology.org/2025.findings-ijcnlp.27/)**Long S. T. Nguyen, Quynh T. N. Vo, Hung C. Luu et al.*1 citation*
2002. **[When natural language is not enough: The limits of in-context learning demonstrations in multilingual reasoning ↗](https://aclanthology.org/2025.findings-naacl.412/)**Leonardo Ranaldi, Barry Haddow, Alexandra Birch*1 citation*
2003. **[Where Fact Ends and Fairness Begins: Redefining AI Bias Evaluation through Cognitive Biases ↗](https://aclanthology.org/2025.findings-emnlp.583/)**Jen-tse Huang, Yuhang Yan, Linqi Liu et al.*1 citation*
2004. **[Where Should I Study? Biased Language Models Decide! Evaluating Fairness in LMs for Academic Recommendations ↗](https://aclanthology.org/2025.findings-ijcnlp.141/)**Krithi Shailya, Akhilesh Kumar Mishra, Gokul S Krishnan et al.*1 citation*
2005. **[Who Taught You That? Tracing Teachers in Model Distillation ↗](https://aclanthology.org/2025.findings-acl.173/)**Somin Wadhwa, Chantal Shaib, Silvio Amir et al.*1 citation*
2006. **[X-Boundary: Establishing Exact Safety Boundary to Shield LLMs from Jailbreak Attacks without Compromising Usability ↗](https://aclanthology.org/2025.findings-emnlp.282/)**Xiaoya Lu, Dongrui Liu, Yi Yu et al.*1 citation*
2007. **[XAMPLER: Learning to Retrieve Cross-Lingual In-Context Examples ↗](https://aclanthology.org/2025.findings-naacl.221/)**Peiqin Lin, Andre Martins, Hinrich Schuetze*1 citation*
2008. **[XL-DURel: Finetuning Sentence Transformers for Ordinal Word-in-Context Classification ↗](https://aclanthology.org/2025.findings-ijcnlp.19/)**Sachin Yadav, Dominik Schlechtweg*1 citation*
2009. **[ZOGRASCOPE: A New Benchmark for Semantic Parsing over Property Graphs ↗](https://aclanthology.org/2025.findings-emnlp.227/)**Francesco Cazzaro, Justin Kleindienst, Sofia Márquez Gomez et al.*1 citation*
2010. **[Zero-Shot Cross-Domain Aspect-Based Sentiment Analysis via Domain-Contextualized Chain-of-Thought Reasoning ↗](https://aclanthology.org/2025.findings-emnlp.245/)**Chuming Shen, Wei Wei, Dong Wang et al.*1 citation*
2011. **[ZeroDL: Zero-shot Distribution Learning for Text Clustering via Large Language Models ↗](https://aclanthology.org/2025.findings-acl.1005/)**Hwiyeol Jo, Hyunwoo Lee, Kang Min Yoo et al.*1 citation*
2012. **[Zipf's and Heaps' Laws for Tokens and LLM-generated Texts ↗](https://aclanthology.org/2025.findings-emnlp.837/)**Nikolay Mikhaylovskiy*1 citation*
2013. **[`No' Matters: Out-of-Distribution Detection in Multimodality Multi-Turn Interactive Dialogue Download PDF ↗](https://aclanthology.org/2025.findings-acl.93/)**Rena Wei Gao, Xuetong Wu, Siwen Luo et al.*1 citation*
2014. **[“Well, Keep Thinking”: Enhancing LLM Reasoning with Adaptive Injection Decoding ↗](https://aclanthology.org/2025.findings-acl.520/)**Hyunbin Jin, Je Won Yeom, Seunghyun Bae et al.*1 citation*
2015. **[“Where Does This Strange Smell Come from?”: Enabling Conversational Interfaces for Artificial Olfaction ↗](https://aclanthology.org/2025.findings-emnlp.567/)**Xueyi Zhou, Qi Lu, Dong-Kyu Chae*1 citation*
2016. **[daDPO: Distribution-Aware DPO for Distilling Conversational Abilities ↗](https://aclanthology.org/2025.findings-acl.796/)**Zhengze Zhang, Shiqi Wang, Yiqun Shen et al.*1 citation*
2017. **[gMBA: Expression Semantic Guided Mixed Boolean-Arithmetic Deobfuscation Using Transformer Architectures ↗](https://aclanthology.org/2025.findings-acl.1127/)**Youjeong Roh, Joon-Young Paik, Jingun Kwon et al.*1 citation*
2018. **[taz2024full: Analysing German Newspapers for Gender Bias and Discrimination across Decades ↗](https://aclanthology.org/2025.findings-acl.555/)**Stefanie Urchs, Veronika Thurner, Matthias Aßenmacher et al.*1 citation*
2019. **[$MC^2$: A Minimum-Coverage and Dataset-Agnostic Framework for Compositional Generalization of LLMs on Semantic Parsing ↗](https://aclanthology.org/2025.findings-emnlp.406/)**Ziyao Xu, Zhe Yang, Houfeng Wang
2020. **[$T^5Score$: A Methodology for Automatically Assessing the Quality of LLM Generated Multi-Document Topic Sets ↗](https://aclanthology.org/2025.findings-acl.1351/)**Itamar Trainin, Omri Abend
2021. **[$\mathcalS^2$IT: Stepwise Syntax Integration Tuning for Large Language Models in Aspect Sentiment Quad Prediction ↗](https://aclanthology.org/2025.findings-naacl.379/)**Bingfeng Chen, Chenjie Qiu, Yifeng Xie et al.
2022. **[$\textttUQ-Merge$: Uncertainty Guided Multimodal Large Language Model Merging ↗](https://aclanthology.org/2025.findings-acl.73/)**Huaizhi Qu, Xinyu Zhao, Jie Peng et al.
2023. **[1+1\ensuremath>2: A Synergistic Sparse and Low-Rank Compression Method for Large Language Models ↗](https://aclanthology.org/2025.findings-emnlp.765/)**Zeliang Zong, Kai Zhang, Zheyang Li et al.
2024. **[100-LongBench: Are de facto Long-Context Benchmarks Literally Evaluating Long-Context Ability? ↗](https://aclanthology.org/2025.findings-acl.903/)**Van Yang, Hongye Jin, Shaochen Zhong et al.
2025. **[2Columns1Row: A Russian Benchmark for Textual and Multimodal Table Understanding and Reasoning ↗](https://aclanthology.org/2025.findings-emnlp.721/)**Vildan Saburov, Daniil Vodolazsky, Danil Sazanakov et al.
2026. **[2M-BELEBELE: Highly Multilingual Speech and American Sign Language Comprehension Dataset Download PDF ↗](https://aclanthology.org/2025.findings-acl.569/)**Marta R. Costa-jussà, Bokai Yu, Pierre Andrews et al.
2027. **[3DM: Distill, Dynamic Drop, and Merge for Debiasing Multi-modal Large Language Models ↗](https://aclanthology.org/2025.findings-acl.722/)**Zhaoxi Zhang, Sanwoo Lee, Zhixiang Wang et al.
2028. **[A Benchmark for Hindi Verb-Argument Structure Alternations ↗](https://aclanthology.org/2025.findings-emnlp.950/)**Kanishka Jain, Ashwini Vaidya
2029. **[A Benchmark for Translations Across Styles and Language Variants ↗](https://aclanthology.org/2025.findings-emnlp.129/)**Xin Tan, Bowei Zou, AiTi Aw
2030. **[A Case Study of Cross-Lingual Zero-Shot Generalization for Classical Languages in LLMs ↗](https://aclanthology.org/2025.findings-acl.141/)**V.S.D.S.Mahesh Akavarapu, Hrishikesh Terdalkar, Pramit Bhattacharyya et al.
2031. **[A Category-Theoretic Approach to Neural-Symbolic Task Planning with Bidirectional Search ↗](https://aclanthology.org/2025.findings-emnlp.1157/)**Shuhui Qu, Jie Wang, Kincho Law
2032. **[A Classifier of Word-Level Variants in Witnesses of Biblical Hebrew Manuscripts](https://md.research.elamur.ai/free/en/papers/stoupak-2025-classifier-word-level-variants-witnesses/)**Iglika Nikolova-Stoupak, Maxime Amblard, Sophie Robert-Hayek et al.*our summary*
2033. **[A Comparison of Independent and Joint Fine-tuning Strategies for Retrieval-Augmented Generation ↗](https://aclanthology.org/2025.findings-emnlp.1247/)**Neal Gregory Lawton, Alfy Samuel, Anoop Kumar et al.
2034. **[A Comprehensive Survey on Learning from Rewards for Large Language Models: Reward Models and Learning Strategies ↗](https://aclanthology.org/2025.findings-emnlp.970/)**Xiaobao Wu
2035. **[A Constrained Text Revision Agent via Iterative Planning and Searching ↗](https://aclanthology.org/2025.findings-acl.1377/)**Hannan Cao, Hwee Tou Ng
2036. **[A Couch Potato is not a Potato on a Couch: Prompting Strategies, Image Generation, and Compositionality Prediction for Noun Compounds ↗](https://aclanthology.org/2025.findings-acl.561/)**Sinan Kurtyigit, Diego Frassinelli, Carina Silberer et al.
2037. **[A Decoupled Multi-Agent Framework for Complex Text Style Transfer ↗](https://aclanthology.org/2025.findings-emnlp.1166/)**Lingxi Zhang, Yu-Neng Chuang, Guanchu Wang et al.
2038. **[A Generalizable Rhetorical Strategy Annotation Model Using LLM-based Debate Simulation and Labelling ↗](https://aclanthology.org/2025.findings-emnlp.1117/)**Shiyu Ji, Farnoosh Hashemi, Joice Chen et al.
2039. **[A Generative Framework for Personalized Sticker Retrieval ↗](https://aclanthology.org/2025.findings-emnlp.753/)**Changjiang Zhou, Ruqing Zhang, Jiafeng Guo et al.
2040. **[A Group Fairness Lens for Large Language Models ↗](https://aclanthology.org/2025.findings-emnlp.431/)**Guanqun Bi, Yuqiang Xie, Lei Shen et al.
2041. **[A MISMATCHED Benchmark for Scientific Natural Language Inference ↗](https://aclanthology.org/2025.findings-acl.1109/)**Firoz Shaik, Mobashir Sadat, Nikita Gautam et al.
2042. **[A Monte-Carlo Sampling Framework For Reliable Evaluation of Large Language Models Using Behavioral Analysis ↗](https://aclanthology.org/2025.findings-emnlp.500/)**Davood Wadi, Marc Fredette
2043. **[A Practical Analysis of Human Alignment with *PO ↗](https://aclanthology.org/2025.findings-naacl.446/)**Kian Ahrabian, Xihui Lin, Barun Patra et al.
2044. **[A Practical Method for Generating String Counterfactuals ↗](https://aclanthology.org/2025.findings-naacl.180/)**Matan Avitan, Ryan Cotterell, Yoav Goldberg et al.
2045. **[A Query-Response Framework for Whole-Page Complex-Layout Document Image Translation with Relevant Regional Concentration ↗](https://aclanthology.org/2025.findings-acl.372/)**Zhiyang Zhang, Yaping Zhang, Yupu Liang et al.
2046. **[A Recipe of Parallel Corpora Exploitation for Multilingual Large Language Models ↗](https://aclanthology.org/2025.findings-naacl.225/)**Peiqin Lin, Andre Martins, Hinrich Schuetze
2047. **[A Representation Level Analysis of NMT Model Robustness to Grammatical Errors ↗](https://aclanthology.org/2025.findings-acl.451/)**Abderrahmane Issam, Yusuf Can Semerci, Jan Scholtes et al.
2048. **[A Self-Distillation Recipe for Neural Machine Translation ↗](https://aclanthology.org/2025.findings-acl.261/)**Hongfei Xu, Zhuofei Liang, Qiuhui Liu et al.
2049. **[A Similarity Measure for Comparing Conversational Dynamics ↗](https://aclanthology.org/2025.findings-emnlp.1327/)**Sang Min Jung, Kaixiang Zhang, Cristian Danescu-Niculescu-Mizil
2050. **[A Structured Framework for Evaluating and Enhancing Interpretive Capabilities of Multimodal LLMs in Culturally Situated Tasks ↗](https://aclanthology.org/2025.findings-emnlp.103/)**Haorui Yu, Ramon Ruiz-Dolz, Qiufeng Yi
2051. **[A Survey of Pun Generation: Datasets, Evaluations and Methodologies ↗](https://aclanthology.org/2025.findings-emnlp.389/)**Yuchen Su, Yonghua Zhu, Ruofan Wang et al.
2052. **[A Unified Framework for N-ary Property Information Extraction in Materials Science ↗](https://aclanthology.org/2025.findings-emnlp.128/)**Van-Thuy Phi, Yuji Matsumoto
2053. **[A Word-Splitting Approach to Kannada Sanskrit Sandhi Words Useful in Effective English Translation ↗](https://aclanthology.org/2025.findings-ijcnlp.34/)**Shanta Kallur, Basavaraj S. Anami
2054. **[A$^2$ATS: Retrieval-Based KV Cache Reduction via Windowed Rotary Position Embedding and Query-Aware Vector Quantization ↗](https://aclanthology.org/2025.findings-acl.644/)**Junhui He, Junna Xing, Nan Wang et al.
2055. **[ACCESS DENIED INC: The First Benchmark Environment for Sensitivity Awareness ↗](https://aclanthology.org/2025.findings-acl.684/)**Dren Fazlija, Arkadij Orlov, Sandipan Sikdar
2056. **[AD-AGENT: A Multi-agent Framework for End-to-end Anomaly Detection ↗](https://aclanthology.org/2025.findings-ijcnlp.11/)**Tiankai Yang, Junjun Liu, Michael Siu et al.
2057. **[AGRec: Adapting Autoregressive Decoders with Graph Reasoning for LLM-based Sequential Recommendation ↗](https://aclanthology.org/2025.findings-acl.369/)**Xinfeng Wang, Jin Cui, Fumiyo Fukumoto et al.
2058. **[ALPS: Attention Localization and Pruning Strategy for Efficient Adaptation of Large Language Models ↗](https://aclanthology.org/2025.findings-acl.612/)**Hao Chen, Haoze Li, Zhiqing Xiao et al.
2059. **[ALRPHFS: Adversarially Learned Risk Patterns with Hierarchical Fast & Slow Reasoning for Robust Agent Defense ↗](https://aclanthology.org/2025.findings-emnlp.1066/)**Shiyu Xiang, Tong Zhang, Ronghao Chen
2060. **[ALW: Adaptive Layer-Wise contrastive decoding enhancing reasoning ability in Large Language Models ↗](https://aclanthology.org/2025.findings-acl.447/)**Yuechi Zhou, Chuyue Zhou, Jianxin Zhang et al.
2061. **[AMANDA: Agentic Medical Knowledge Augmentation for Data-Efficient Medical Visual Question Answering ↗](https://aclanthology.org/2025.findings-emnlp.1350/)**Ziqing Wang, Chengsheng Mao, Xiaole Wen et al.
2062. **[AMIA: Automatic Masking and Joint Intention Analysis Makes LVLMs Robust Jailbreak Defenders ↗](https://aclanthology.org/2025.findings-emnlp.651/)**Yuqi Zhang, Yuchun Miao, Zuchao Li et al.
2063. **[APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training ↗](https://aclanthology.org/2025.findings-acl.1079/)**Jun Rao, Zepeng Lin, Xuebo Liu et al.
2064. **[AQuAECHR: Attributed Question Answering for European Court of Human Rights ↗](https://aclanthology.org/2025.findings-acl.74/)**Korbinian Q. Weidinger, Santosh T.Y.S.S, Oana Ichim et al.
2065. **[ARC `Challenge' Is Not That Challenging ↗](https://aclanthology.org/2025.findings-acl.144/)**Łukasz Borchmann
2066. **[ARXSA: A General Negative Feedback Control Theory in Vision-Language Models ↗](https://aclanthology.org/2025.findings-emnlp.591/)**Zeyu Zhang, Tianqi Chen, Yuki Todo
2067. **[ASPO: Adaptive Sentence-Level Preference Optimization for Fine-Grained Multimodal Reasoning ↗](https://aclanthology.org/2025.findings-acl.267/)**Yeyuan Wang, Dehong Gao, Rujiao Long et al.
2068. **[ASTPrompter: Preference-Aligned Automated Language Model Red-Teaming to Generate Low-Perplexity Unsafe Prompts ↗](https://aclanthology.org/2025.findings-emnlp.144/)**Amelia Hardy, Houjun Liu, Allie Griffith et al.
2069. **[Accelerating LLM Reasoning via Early Rejection with Partial Reward Modeling ↗](https://aclanthology.org/2025.findings-emnlp.551/)**Seyyed Saeid Cheshmi, Azal Ahmad Khan, Xinran Wang et al.
2070. **[Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches ↗](https://aclanthology.org/2025.findings-emnlp.947/)**Israel Abebe Azime, Deborah D. Kanubala, Tejumade Afonja et al.
2071. **[Acquiescence Bias in Large Language Models ↗](https://aclanthology.org/2025.findings-emnlp.607/)**Daniel Braun
2072. **[AcrosticSleuth: Probabilistic Identification and Ranking of Acrostics in Multilingual Corpora ↗](https://aclanthology.org/2025.findings-naacl.414/)**Aleksandr Fedchin, Isabel Cooperman, Pramit Chaudhuri et al.
2073. **[Active Domain Knowledge Acquisition with 100-Dollar Budget: Enhancing LLMs via Cost-Efficient, Expert-Involved Interaction in Sensitive Domains ↗](https://aclanthology.org/2025.findings-emnlp.713/)**Yang Wu, Raha Moraffah, Rujing Yao et al.
2074. **[Active Learning for Multidialectal Arabic POS Tagging ↗](https://aclanthology.org/2025.findings-emnlp.1359/)**Diyam Akra, Mohammed Khalilia, Mustafa Jarrar
2075. **[AdDriftBench: A Benchmark for Detecting Data Drift and Label Drift in Short Video Advertising ↗](https://aclanthology.org/2025.findings-emnlp.545/)**Yinghao Song, Xiangji Zeng, Shuai Cui et al.
2076. **[AdParaphrase: Paraphrase Dataset for Analyzing Linguistic Features toward Generating Attractive Ad Texts ↗](https://aclanthology.org/2025.findings-naacl.78/)**Soichiro Murakami, Peinan Zhang, Hidetaka Kamigaito et al.
2077. **[AdaTP: Attention-Debiased Token Pruning for Video Large Language Models ↗](https://aclanthology.org/2025.findings-emnlp.174/)**Fengyuan Sun, Leqi Shen, Hui Chen et al.
2078. **[AdaV: Adaptive Text-visual Redirection for Vision-Language Models ↗](https://aclanthology.org/2025.findings-acl.258/)**Jiayi Han, Liang Du, Yiwen Wu et al.
2079. **[AdaptMerge: Inference Time Adaptive Visual and Language-Guided Token Merging for Efficient Large Multimodal Models ↗](https://aclanthology.org/2025.findings-emnlp.387/)**Zahidul Islam, Mrigank Rochan
2080. **[Adaptive Detoxification: Safeguarding General Capabilities of LLMs through Toxicity-Aware Knowledge Editing ↗](https://aclanthology.org/2025.findings-acl.1013/)**Yifan Lu, Jing Li, Yigeng Zhou et al.
2081. **[Adaptive Parameter Compression for Language Models ↗](https://aclanthology.org/2025.findings-naacl.406/)**Jeremias Bohn, Frederic Mrozinski, Georg Groh
2082. **[Adaptive Platt Scaling with Causal Interpretations for Self-Reflective Language Model Uncertainty Estimates ↗](https://aclanthology.org/2025.findings-emnlp.999/)**Anthony Sicilia, Malihe Alikhani
2083. **[Adaptive Preference Optimization with Uncertainty-aware Utility Anchor ↗](https://aclanthology.org/2025.findings-emnlp.1046/)**Xiaobo Wang, Zixia Jia, Jiaqi Li et al.
2084. **[Addition in Four Movements: Mapping Layer-wise Information Trajectories in LLMs ↗](https://aclanthology.org/2025.findings-emnlp.397/)**Yao Yan
2085. **[Advancing Reasoning with Off-the-Shelf LLMs: A Semantic Structure Perspective ↗](https://aclanthology.org/2025.findings-emnlp.137/)**Pengfei He, Zitao Li, Yue Xing et al.
2086. **[Agent-based Automated Claim Matching with Instruction-following LLMs ↗](https://aclanthology.org/2025.findings-ijcnlp.146/)**Dina Pisarevskaya, Arkaitz Zubiaga
2087. **[Agents generalize to novel levels of abstraction by using adaptive linguistic strategies ↗](https://aclanthology.org/2025.findings-acl.455/)**Kristina Kobrock, Xenia Ohmer, Elia Bruni et al.
2088. **[Align$^2$LLaVA: Cascaded Human and Large Language Model Preference Alignment for Multi-modal Instruction Curation ↗](https://aclanthology.org/2025.findings-acl.458/)**Hongzhe Huang, Jiang Liu, Zhewen Yu et al.
2089. **[Aligning Black-Box LLMs for Aspect Sentiment Quad Prediction ↗](https://aclanthology.org/2025.findings-emnlp.53/)**Shichen Li, Jiawei Zhang, Zhongqing Wang et al.
2090. **[Aligning Dialogue Agents with Global Feedback via Large Language Model Multimodal Reward Decomposition ↗](https://aclanthology.org/2025.findings-emnlp.1239/)**Dong Won Lee, Hae Won Park, Cynthia Breazeal et al.
2091. **[Aligning to Constraints for Data-Efficient Language Model Customization ↗](https://aclanthology.org/2025.findings-naacl.294/)**Fei Wang, Chao Shang, Shuai Wang et al.
2092. **[Alleviating Performance Degradation Caused by Out-of-Distribution Issues in Embedding-Based Retrieval ↗](https://aclanthology.org/2025.findings-emnlp.340/)**Haotong Bao, Jianjin Zhang, Qi Chen et al.
2093. **[An Annotated Dataset of Errors in Premodern Greek and Baselines for Detecting Them ↗](https://aclanthology.org/2025.findings-naacl.401/)**Creston Brooks, Johannes Haubold, Charlie Cowen-Breen et al.
2094. **[An Evaluation Resource for Grounding Translation Errors ↗](https://aclanthology.org/2025.findings-emnlp.1299/)**Sujin Chen, Kang Wang, Zixuan Zhou et al.
2095. **[An Improved, Strong Baseline for Pre-Trained Large Language Models as Task-Oriented Dialogue Systems ↗](https://aclanthology.org/2025.findings-emnlp.610/)**Sebastian Steindl, André Kestler, Ulrich Schäfer et al.
2096. **[An Information-Theoretic Approach to Reducing Fertility in LLMs for Manipuri Machine Translation ↗](https://aclanthology.org/2025.findings-ijcnlp.145/)**Telem Joyson Singh, Ranbir Singh Sanasam, Priyankoo Sarmah
2097. **[An LLM-based Temporal-spatial Data Generation and Fusion Approach for Early Detection of Late Onset Alzheimer's Disease (LOAD) Stagings Especially in Chinese and English-speaking Populations ↗](https://aclanthology.org/2025.findings-emnlp.809/)**Yang Han, Jacqueline CK Lam, Victor OK Li et al.
2098. **[An empirical study of validating synthetic data for formula generation ↗](https://aclanthology.org/2025.findings-naacl.391/)**Usneek Singh, José Cambronero, Sumit Gulwani et al.
2099. **[AnaToM: A Dataset Generation Framework for Evaluating Theory of Mind Reasoning Toward the Anatomy of Difficulty through Structurally Controlled Story Generation ↗](https://aclanthology.org/2025.findings-ijcnlp.14/)**Jundai Suzuki, Ryoma Ishigaki, Eisaku Maeda
2100. **[Analyzing Dialectical Biases in LLMs for Knowledge and Reasoning Benchmarks ↗](https://aclanthology.org/2025.findings-emnlp.1139/)**Eileen Pan, Anna Seo Gyeong Choi, Maartje Ter Hoeve et al.

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