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

3,414 papers · page 26 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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2501. **[Factuality Beyond Coherence: Evaluating LLM Watermarking Methods for Medical Texts ↗](https://aclanthology.org/2025.findings-emnlp.818/)**Rochana Prih Hastuti, Rian Adam Rajagede, Mansour Al Ghanim et al.
2502. **[Fair Text-Attributed Graph Representation Learning ↗](https://aclanthology.org/2025.findings-emnlp.773/)**Ruilin Luo, Tianle Gu, Lin Wang et al.
2503. **[Fairness in Automatic Speech Recognition Isn't a One-Size-Fits-All ↗](https://aclanthology.org/2025.findings-emnlp.1044/)**Hend ElGhazaly, Bahman Mirheidari, Heidi Christensen et al.
2504. **[FaithfulPersona: Balancing Faithfulness and Personalization in Code Explanations through Self-Critique ↗](https://aclanthology.org/2025.findings-naacl.53/)**Zhuang Luo, Yichuan Li, Zexing Xu et al.
2505. **[False Friends Are Not Foes: Investigating Vocabulary Overlap in Multilingual Language Models ↗](https://aclanthology.org/2025.findings-emnlp.1153/)**Julie Kallini, Dan Jurafsky, Christopher Potts et al.
2506. **[Familiarity-Aware Evidence Compression for Retrieval-Augmented Generation ↗](https://aclanthology.org/2025.findings-emnlp.878/)**Dongwon Jung, Qin Liu, Tenghao Huang et al.
2507. **[Family helps one another: Dravidian NLP suite for Natural Language Understanding ↗](https://aclanthology.org/2025.findings-ijcnlp.120/)**Abhinav P M, Priyanka Dasari, Nagaraju Vuppala et al.
2508. **[Fast Quiet-STaR: Thinking Without Thought Tokens ↗](https://aclanthology.org/2025.findings-emnlp.1020/)**Wei Huang, Yizhe Xiong, Xin Ye et al.
2509. **[Fast-and-Frugal Text-Graph Transformers are Effective Link Predictors ↗](https://aclanthology.org/2025.findings-acl.615/)**Andrei C. Coman, Christos Theodoropoulos, Marie-Francine Moens et al.
2510. **[FastCuRL: Curriculum Reinforcement Learning with Stage-wise Context Scaling for Efficient Training R1-like Reasoning Models ↗](https://aclanthology.org/2025.findings-emnlp.470/)**Mingyang Song, Mao Zheng, Zheng Li et al.
2511. **[FastDraft: How to Train Your Draft ↗](https://aclanthology.org/2025.findings-acl.1156/)**Ofir Zafrir, Igor Margulis, Dorin Shteyman et al.
2512. **[Feature-Level Insights into Artificial Text Detection with Sparse Autoencoders ↗](https://aclanthology.org/2025.findings-acl.1321/)**Kristian Kuznetsov, Laida Kushnareva, Anton Razzhigaev et al.
2513. **[Features that Make a Difference: Leveraging Gradients for Improved Dictionary Learning ↗](https://aclanthology.org/2025.findings-naacl.423/)**Jeffrey Olmo, Jared Wilson, Max Forsey et al.
2514. **[Ferret: Faster and Effective Automated Red Teaming with Reward-Based Scoring Technique ↗](https://aclanthology.org/2025.findings-emnlp.634/)**Tej Deep Pala, Vernon Toh, Rishabh Bhardwaj et al.
2515. **[FiRST: Finetuning Router-Selective Transformers for Input-Adaptive Latency Reduction ↗](https://aclanthology.org/2025.findings-emnlp.1197/)**Akriti Jain, Saransh Sharma, Koyel Mukherjee et al.
2516. **[FicSim: A Dataset for Multi-Faceted Semantic Similarity in Long-Form Fiction ↗](https://aclanthology.org/2025.findings-emnlp.1375/)**Natasha Johnson, Amanda Bertsch, Maria-Emil Deal et al.
2517. **[Filling the Temporal Void: Recovering Missing Publication Years in the Project Gutenberg Corpus Using LLMs ↗](https://aclanthology.org/2025.findings-acl.890/)**Omar Momen, Manuel Schaaf, Alexander Mehler
2518. **[FinGEAR: Financial Mapping-Guided Enhanced Answer Retrieval ↗](https://aclanthology.org/2025.findings-emnlp.382/)**Ying Li, Mengyu Wang, Miguel de Carvalho et al.
2519. **[FinGrAct: A Framework for FINe-GRrained Evaluation of ACTionability in Explainable Automatic Fact-Checking ↗](https://aclanthology.org/2025.findings-emnlp.525/)**Islam Eldifrawi, Shengrui Wang, Amine Trabelsi
2520. **[FinLFQA: Evaluating Attributed Text Generation of LLMs in Financial Long-Form Question Answering ↗](https://aclanthology.org/2025.findings-emnlp.908/)**Yitao Long, Tiansheng Hu, Yilun Zhao et al.
2521. **[Fine-Grained Detection of AI-Generated Text Using Sentence-Level Segmentation ↗](https://aclanthology.org/2025.findings-ijcnlp.48/)**L. D. M. S. Sai Teja, Annepaka Yadagiri, Partha Pakray et al.
2522. **[Fine-Tuned Thoughts: Leveraging Chain-of-Thought Reasoning for Industrial Asset Health Monitoring ↗](https://aclanthology.org/2025.findings-emnlp.1126/)**Shuxin Lin, Dhaval C Patel, Christodoulos Constantinides
2523. **[Fine-Tuning Encoder-Decoder Models with Contrastive Learning for In-Context Distractor Generation ↗](https://aclanthology.org/2025.findings-emnlp.533/)**Elaf Alhazmi, Quan Z. Sheng, Wei Emma Zhang et al.
2524. **[Fine-tuning LLMs with Cross-Attention-based Weight Decay for Bias Mitigation ↗](https://aclanthology.org/2025.findings-emnlp.854/)**Farsheed Haque, Zhe Fu, Depeng Xu et al.
2525. **[First-Step Advantage: Importance of Starting Right in Multi-Step Math Reasoning ↗](https://aclanthology.org/2025.findings-acl.42/)**Kushal Jain, Moritz Miller, Niket Tandon et al.
2526. **[Flowchart-Based Decision Making with Large Language Models ↗](https://aclanthology.org/2025.findings-acl.766/)**Yuuki Yamanaka, Hiroshi Takahashi, Tomoya Yamashita
2527. **[FoodSafeSum: Enabling Natural Language Processing Applications for Food Safety Document Summarization and Analysis ↗](https://aclanthology.org/2025.findings-emnlp.911/)**Juli Bakagianni, Korbinian Randl, Guido Rocchietti et al.
2528. **[For a Fistful of Puns: Evaluating a Puns in Multiword Expressions Identification Algorithm Without Dedicated Dataset ↗](https://aclanthology.org/2025.findings-emnlp.443/)**Julien Bezançon, Gaël Lejeune
2529. **[Forget for Get: A Lightweight Two-phase Gradient Method for Knowledge Editing in Large Language Models ↗](https://aclanthology.org/2025.findings-emnlp.402/)**Yanhong Li, Min Yang, Xiping Hu et al.
2530. **[Forget the Token and Pixel: Rethinking Gradient Ascent for Concept Unlearning in Multimodal Generative Models ↗](https://aclanthology.org/2025.findings-acl.630/)**Jiaqi Li, Chuanyi Zhang, Miaozeng Du et al.
2531. **[Forget the Unneeded: Backdooring Large Language Models via Contrastive-enhanced Machine Unlearning ↗](https://aclanthology.org/2025.findings-emnlp.1338/)**Shiji Yang, Shu Zhao, Congyao Mei et al.
2532. **[Formalizing Test-Time Compute for Function-Level Code Generation ↗](https://aclanthology.org/2025.findings-ijcnlp.70/)**Haau-Sing Li, Patrick Fernandes, Iryna Gurevych et al.
2533. **[FormosanBench: Benchmarking Low-Resource Austronesian Languages in the Era of Large Language Models ↗](https://aclanthology.org/2025.findings-emnlp.897/)**Kaiying Kevin Lin, Hsi-Yu Chen, Haopeng Zhang
2534. **[FractalLLM: Lossless Self-Speculative Decoding with Layer Embedded Self-Compression ↗](https://aclanthology.org/2025.findings-emnlp.1286/)**Juhyeong Kim, Sangyeon Yu, Gyunyeop Kim et al.
2535. **[FrameEOL: Semantic Frame Induction using Causal Language Models ↗](https://aclanthology.org/2025.findings-emnlp.623/)**Chihiro Yano, Kosuke Yamada, Hayato Tsukagoshi et al.
2536. **[Frequency matters: Modeling irregular morphological patterns in Spanish with Transformers ↗](https://aclanthology.org/2025.findings-acl.230/)**Akhilesh Kakolu Ramarao, Kevin Tang, Dinah Baer-Henney
2537. **[FroM: Frobenius Norm-Based Data-Free Adaptive Model Merging ↗](https://aclanthology.org/2025.findings-emnlp.251/)**Zijian Li, Xiaocheng Feng, Huixin Liu et al.
2538. **[From Argumentation to Deliberation: Perspectivized Stance Vectors for Fine-grained (Dis)agreement Analysis ↗](https://aclanthology.org/2025.findings-naacl.83/)**Moritz Plenz, Philipp Heinisch, Janosch Gehring et al.
2539. **[From Awareness to Adaptability: Enhancing Tool Utilization for Scientific Reasoning ↗](https://aclanthology.org/2025.findings-acl.461/)**Wenjing Xie, Xiaobo Liang, Juntao Li et al.
2540. **[From Benchmark to Better Embeddings: Leveraging Synonym Substitution to Enhance Multimodal Models in Ukrainian ↗](https://aclanthology.org/2025.findings-emnlp.1115/)**Volodymyr Mudryi, Yurii Laba
2541. **[From Cross-Task Examples to In-Task Prompts: A Graph-Based Pseudo-Labeling Framework for In-context Learning ↗](https://aclanthology.org/2025.findings-emnlp.181/)**Zihan Chen, Song Wang, Xingbo Fu et al.
2542. **[From Curiosity to Clarity : Exploring the Impact of Consecutive Why-Questions ↗](https://aclanthology.org/2025.findings-naacl.202/)**Geonyeong Son, Jaeyoung Lee, Misuk Kim
2543. **[From Evasion to Concealment: Stealthy Knowledge Unlearning for LLMs ↗](https://aclanthology.org/2025.findings-acl.535/)**Tianle Gu, Kexin Huang, Ruilin Luo et al.
2544. **[From Ground Trust to Truth: Disparities in Offensive Language Judgments on Contemporary Korean Political Discourse ↗](https://aclanthology.org/2025.findings-emnlp.1199/)**Seunguk Yu, JungMin Yun, Jinhee Jang et al.
2545. **[From Heart to Words: Generating Empathetic Responses via Integrated Figurative Language and Semantic Context Signals ↗](https://aclanthology.org/2025.findings-acl.231/)**Gyeongeun Lee, Zhu Wang, Sathya N. Ravi et al.
2546. **[From Implicit Exploration to Structured Reasoning: Guideline and Refinement for LLMs ↗](https://aclanthology.org/2025.findings-emnlp.196/)**Jiaxiang Chen, Zhuo Wang, Mingxi Zou et al.
2547. **[From Insight to Exploit: Leveraging LLM Collaboration for Adaptive Adversarial Text Generation ↗](https://aclanthology.org/2025.findings-emnlp.1244/)**Najrin Sultana, Md Rafi Ur Rashid, Kang Gu et al.
2548. **[From KMMLU-Redux to Pro: A Professional Korean Benchmark Suite for LLM Evaluation ↗](https://aclanthology.org/2025.findings-emnlp.1038/)**Seokhee Hong, Sunkyoung Kim, Guijin Son et al.
2549. **[From Lazy to Prolific: Tackling Missing Labels in Open Vocabulary Extreme Classification by Positive-Unlabeled Sequence Learning ↗](https://aclanthology.org/2025.findings-naacl.1/)**Ranran Haoran Zhang, Bensu Uçar, Soumik Dey et al.
2550. **[From Misleading Queries to Accurate Answers: A Three-Stage Fine-Tuning Method for LLMs ↗](https://aclanthology.org/2025.findings-acl.65/)**Guocong Li, Weize Liu, Yihang Wu et al.
2551. **[From Monolingual to Bilingual: Investigating Language Conditioning in Large Language Models for Psycholinguistic Tasks ↗](https://aclanthology.org/2025.findings-ijcnlp.60/)**Shuzhou Yuan, Zhan Qu, Mario Tawfelis et al.
2552. **[From Noise to Clarity: Filtering Real and LLM-Generated Samples for Enhanced Intent Detection ↗](https://aclanthology.org/2025.findings-emnlp.1186/)**Junbao Huang, Weizhen Li, Peijie Huang et al.
2553. **[From Observation to Understanding: Front-Door Adjustments with Uncertainty Calibration for Enhancing Egocentric Reasoning in LVLMs ↗](https://aclanthology.org/2025.findings-acl.979/)**Shenshen Li, Wenxin Meng, Lei Wang et al.
2554. **[From Perception to Reasoning: Enhancing Vision-Language Models for Mobile UI Understanding ↗](https://aclanthology.org/2025.findings-acl.1295/)**Settaluri Lakshmi Sravanthi, Ankit Mishra, Debjyoti Mondal et al.
2555. **[From Remembering to Metacognition: Do Existing Benchmarks Accurately Evaluate LLMs? ↗](https://aclanthology.org/2025.findings-emnlp.724/)**Geng Zhang, Yizhou Ying, Sihang Jiang et al.
2556. **[From Text to Emoji: How PEFT-Driven Personality Manipulation Unleashes the Emoji Potential in LLMs ↗](https://aclanthology.org/2025.findings-naacl.265/)**Navya Jain, Zekun Wu, Cristian Enrique Munoz Villalobos et al.
2557. **[From Token to Action: State Machine Reasoning to Mitigate Overthinking in Information Retrieval ↗](https://aclanthology.org/2025.findings-emnlp.371/)**Dohyeon Lee, Yeonseok Jeong, Seung-won Hwang
2558. **[Fuzzy Reasoning Chain (FRC): An Innovative Reasoning Framework from Fuzziness to Clarity ↗](https://aclanthology.org/2025.findings-emnlp.541/)**Ping Chen, Xiang Liu, Zhaoxiang Liu et al.
2559. **[GAMIC: Graph-Aligned Molecular In-context Learning for Molecule Analysis via LLMs ↗](https://aclanthology.org/2025.findings-emnlp.996/)**Ali Al Lawati, Jason S Lucas, Zhiwei Zhang et al.
2560. **[GASE: Generatively Augmented Sentence Encoding ↗](https://aclanthology.org/2025.findings-emnlp.291/)**Manuel Frank, Haithem Afli
2561. **[GAttention: Gated Attention for the Detection of Abusive Language ↗](https://aclanthology.org/2025.findings-emnlp.1105/)**Horacio Jarquín Vásquez, Hugo Jair Escalante, Manuel Montes et al.
2562. **[GDLLM: A Global Distance-aware Modeling Approach Based on Large Language Models for Event Temporal Relation Extraction ↗](https://aclanthology.org/2025.findings-emnlp.428/)**Jie Zhao, Wanting Ning, Yuxiao Fei et al.
2563. **[GOLFer: Smaller LMs-Generated Documents Hallucination Filter & Combiner for Query Expansion in Information Retrieval ↗](https://aclanthology.org/2025.findings-acl.8/)**Lingyuan Liu, Mengxiang Zhang
2564. **[GOODLIAR: A Reinforcement Learning-Based Deceptive Agent for Disrupting LLM Beliefs on Foundational Principles ↗](https://aclanthology.org/2025.findings-acl.160/)**Soo Kyung Kim, Hyunsoo Cho
2565. **[GRAD: Generative Retrieval-Aligned Demonstration Sampler for Efficient Few-Shot Reasoning ↗](https://aclanthology.org/2025.findings-emnlp.1047/)**Oussama Gabouj, Kamel Charaf, Ivan Zakazov et al.
2566. **[GTA: Supervised-Guided Reinforcement Learning for Text Classification with Large Language Models ↗](https://aclanthology.org/2025.findings-emnlp.56/)**Min Zeng, Jingfei Sun, Xueyou Luo et al.
2567. **[GUARD: Glocal Uncertainty-Aware Robust Decoding for Effective and Efficient Open-Ended Text Generation ↗](https://aclanthology.org/2025.findings-emnlp.380/)**Yuanhao Ding, Esteban Garces Arias, Meimingwei Li et al.
2568. **[GUIDEX: Guided Synthetic Data Generation for Zero-Shot Information Extraction ↗](https://aclanthology.org/2025.findings-acl.1245/)**Neil De La Fuente, Oscar Sainz, Iker García-Ferrero et al.
2569. **[GeAR: Generation Augmented Retrieval ↗](https://aclanthology.org/2025.findings-acl.166/)**Haoyu Liu, Shaohan Huang, Jianfeng Liu et al.
2570. **[GeNRe: A French Gender-Neutral Rewriting System Using Collective Nouns ↗](https://aclanthology.org/2025.findings-acl.411/)**Enzo Doyen, Amalia Todirascu
2571. **[GenPoE: Generative Passage-level Mixture of Experts for Knowledge Enhancement of LLMs ↗](https://aclanthology.org/2025.findings-emnlp.272/)**Xuebing Liu, Shanbao Qiao, Seung-Hoon Na
2572. **[GenTool: Enhancing Tool Generalization in Language Models through Zero-to-One and Weak-to-Strong Simulation ↗](https://aclanthology.org/2025.findings-acl.61/)**Jie He, Jennifer Neville, Mengting Wan et al.
2573. **[Generalizable Cross-Lingual Cognitive Distortion Detection with Standardized Annotations and Multi-Task Learning ↗](https://aclanthology.org/2025.findings-acl.826/)**Hongzhi Qi, Nan Bai, Jianqiang Li et al.
2574. **[Generate, Discriminate, Evolve: Enhancing Context Faithfulness via Fine-Grained Sentence-Level Self-Evolution ↗](https://aclanthology.org/2025.findings-acl.878/)**Kun Li, Tianhua Zhang, Yunxiang Li et al.
2575. **[Generating Questions Under Discussion with Reinforcement Learning using Ranking and Scoring for Reward and Evaluation ↗](https://aclanthology.org/2025.findings-ijcnlp.35/)**Kelvin Han, Claire Gardent
2576. **[Generating Questions, Answers, and Distractors for Videos: Exploring Semantic Uncertainty of Object Motions ↗](https://aclanthology.org/2025.findings-acl.376/)**Wenjian Ding, Yao Zhang, Jun Wang et al.
2577. **[Generation-Augmented Retrieval: Rethinking the Role of Large Language Models in Zero-Shot Relation Extraction ↗](https://aclanthology.org/2025.findings-emnlp.974/)**Zehan Li, Fu Zhang, Tianyue Peng et al.
2578. **[Generative Error Correction for Emotion-aware Speech-to-text Translation ↗](https://aclanthology.org/2025.findings-acl.1047/)**Zhengdong Yang, Sheng Li, Chenhui Chu
2579. **[GeoSAFE - A Novel Geospatial Artificial Intelligence Safety Assurance Framework and Evaluation for LLM Moderation ↗](https://aclanthology.org/2025.findings-ijcnlp.137/)**Nihar Sanda, Rajat Shinde, Sumit Nawathe et al.
2580. **[GlyphPattern: An Abstract Pattern Recognition for Vision-Language Models ↗](https://aclanthology.org/2025.findings-acl.63/)**Zixuan Wu, Yoolim Kim, Carolyn Jane Anderson
2581. **[Going Beyond Your Expectations in Latency Metrics for Simultaneous Speech Translation ↗](https://aclanthology.org/2025.findings-acl.937/)**Jorge Iranzo-Sánchez, Javier Iranzo-Sánchez, Adrià Giménez et al.
2582. **[Graph-guided Cross-composition Feature Disentanglement for Compositional Zero-shot Learning ↗](https://aclanthology.org/2025.findings-acl.137/)**Yuxia Geng, Runkai Zhu, Jiaoyan Chen et al.
2583. **[GraphCheck: Multipath Fact-Checking with Entity-Relationship Graphs ↗](https://aclanthology.org/2025.findings-emnlp.1345/)**Hyewon Jeon, Jay-Yoon Lee
2584. **[Group then Scale: Dynamic Mixture-of-Experts Multilingual Language Model ↗](https://aclanthology.org/2025.findings-acl.87/)**Chong Li, Yingzhuo Deng, Jiajun Zhang et al.
2585. **[Guaranteed Guess: A Language Modeling Approach for CISC-to-RISC Transpilation with Testing Guarantees ↗](https://aclanthology.org/2025.findings-emnlp.1330/)**Ahmed Heakl, Sarim Hashmi, Chaimaa Abi et al.
2586. **[Guess What I am Thinking: A Benchmark for Inner Thought Reasoning of Role-Playing Language Agents ↗](https://aclanthology.org/2025.findings-emnlp.819/)**Rui Xu, Mingyu Wang, Xintao Wang et al.
2587. **[GuiLoMo: Allocating Experts and Ranks for LoRA-MoE via Bilevel Optimization with GuidedSelection Vectors ↗](https://aclanthology.org/2025.findings-emnlp.399/)**Xinrong Chen, Hengyuan Zhang, Yingmin Qiu et al.
2588. **[GuideQ: Framework for Guided Questioning for progressive informational collection and classification ↗](https://aclanthology.org/2025.findings-naacl.261/)**Priya Mishra, Suraj Racha, Kaustubh Ponkshe et al.
2589. **[Guideline Compliance in Task-Oriented Dialogue: The Chained Prior Approach ↗](https://aclanthology.org/2025.findings-naacl.377/)**Xiangyu Wen, Jianyuan Zhong, Zhijian Xu et al.
2590. **[HASH-RAG: Bridging Deep Hashing with Retriever for Efficient, Fine Retrieval and Augmented Generation ↗](https://aclanthology.org/2025.findings-acl.1376/)**Jinyu Guo, Xunlei Chen, Qiyang Xia et al.
2591. **[HAWK: Highlighting Entity-aware Knowledge for Alleviating Information Sparsity in Long Contexts ↗](https://aclanthology.org/2025.findings-emnlp.708/)**Seonmin Koo, Jinsung Kim, Chanjun Park et al.
2592. **[HEAL: A Hypothesis-Based Preference-Aware Analysis Framework ↗](https://aclanthology.org/2025.findings-emnlp.473/)**Yifu Huo, Chenglong Wang, Qiren Zhu et al.
2593. **[HEAL: Hybrid Enhancement with LLM-based Agents for Text-attributed Hypergraph Self-supervised Representation Learning ↗](https://aclanthology.org/2025.findings-emnlp.360/)**Ruochang Li, Xiao Luo, Zhiping Xiao et al.
2594. **[HG-InsightLog: Context Prioritization and Reduction for Question Answering with Non-Natural Language Construct Log Data ↗](https://aclanthology.org/2025.findings-acl.1214/)**Supriya Bajpai, Athira Gopal, Chandrakant Harjpal et al.
2595. **[HGAdapter: Hypergraph-based Adapters in Language Models for Code Summarization and Clone Detection ↗](https://aclanthology.org/2025.findings-emnlp.800/)**Guang Yang, Yujie Zhu
2596. **[HICD: Hallucination-Inducing via Attention Dispersion for Contrastive Decoding to Mitigate Hallucinations in Large Language Models ↗](https://aclanthology.org/2025.findings-acl.405/)**Xinyan Jiang, Hang Ye, Yongxin Zhu et al.
2597. **[HMCL: Task-Optimal Text Representation Adaptation through Hierarchical Contrastive Learning ↗](https://aclanthology.org/2025.findings-emnlp.727/)**Zhenyi Wang, Yapeng Jia, Haiyan Ning et al.
2598. **[HapticCap: A Multimodal Dataset and Task for Understanding User Experience of Vibration Haptic Signals ↗](https://aclanthology.org/2025.findings-emnlp.781/)**Guimin Hu, Daniel Hershcovich, Hasti Seifi
2599. **[Hard Emotion Test Evaluation Sets for Language Models ↗](https://aclanthology.org/2025.findings-naacl.443/)**Tiberiu Sosea, Cornelia Caragea
2600. **[Harmonious Minds: Benchmarking Intertwined Reasoning of Human Personality and Musical Preference ↗](https://aclanthology.org/2025.findings-ijcnlp.126/)**Sayantan Pal, Souvik Das, Rohini Srihari

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