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title: "ACL 2026 — all accepted papers, page 16 — the most cited first"
description: "All 2,650 papers of ACL 2026 · page 16 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 16 of 27 · the most cited first · [← ACL 2026](https://md.research.elamur.ai/free/en/venues/acl/2026/)

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1501. **[Learn to Relax with Large Language Models: Solving Constraint Optimization Problems via Bidirectional Coevolution ↗](https://aclanthology.org/2026.acl-long.48/)**Beidan Liu, Zhengqiu Zhu, Chen Gao et al. · Long Papers
1502. **[LearnerCoMPASS: Intelligent Tutoring System with Dynamic Cognitive Diagnosis and Multi-Model Path Planning ↗](https://aclanthology.org/2026.acl-long.408/)**Ziji Sheng, Guiyao Tie, Weidong Wang et al. · Long Papers
1503. **[Learning Diverse Responses with Prefix-Conditioned Supervised Fine-Tuning ↗](https://aclanthology.org/2026.acl-long.9/)**Zhiyuan Fan, Guanqiao Chen, Yanyi Huang et al. · Long Papers
1504. **[Learning Faster with Better Tokens: Parameter-Efficient Vocabulary Adaptation for Specialized Text Summarization ↗](https://aclanthology.org/2026.acl-long.2088/)**Gunjan Balde, Soumyadeep Roy, Mainack Mondal et al. · Long Papers
1505. **[Learning How and What to Memorize: Cognition-Inspired Two-Stage Optimization for Evolving Memory ↗](https://aclanthology.org/2026.acl-long.2084/)**Derong Xu, Shuochen Liu, Pengfei Luo et al. · Long Papers
1506. **[Learning Invariant Modality Representation for Robust Multimodal Learning from a Causal Inference Perspective ↗](https://aclanthology.org/2026.acl-long.2119/)**Sijie Mai, Shiqin Han · Long Papers
1507. **[Learning More from Less: Exploiting Counterfactuals for Data-Efficient Chart Understanding ↗](https://aclanthology.org/2026.acl-long.1280/)**Jianzhu Bao, Haozhen Zhang, Kuicai Dong et al. · Long Papers
1508. **[Learning Selective LLM Autonomy from Copilot Feedback in Enterprise Customer Support Workflows ↗](https://aclanthology.org/2026.acl-industry.141/)**Nikita Borovkov, Elisei Rykov, Olga Tsymboi et al. · Industry Track
1509. **[Learning Shortcut Models for Efficient Recursive Reasoning ↗](https://aclanthology.org/2026.acl-srw.120/)**Shiv Shankar · Student Research Workshop
1510. **[Learning Uncertainty from Sequential Internal Dispersion in Large Language Models ↗](https://aclanthology.org/2026.acl-long.1862/)**Ponhvoan Srey, Xiaobao Wu, Cong-Duy T Nguyen et al. · Long Papers
1511. **[Learning What Matters: Dynamic Dimension Selection and Aggregation for Interpretable Vision-Language Reward Modeling ↗](https://aclanthology.org/2026.acl-long.906/)**Qiyuan Chen, Hongsen Huang, Jiahe Chen et al. · Long Papers
1512. **[Learning What to Ignore: Mitigating Negative Transfer in Medical Knowledge Fusion via Clinical Task-Adaptive Selection ↗](https://aclanthology.org/2026.acl-long.1067/)**Xinyan Deng, Shoubin Dong, Xiaorou Zheng · Long Papers
1513. **[Learning While Staying Curious: Entropy-Preserving Supervised Fine-Tuning via Adaptive Self-Distillation for Large Reasoning Models ↗](https://aclanthology.org/2026.acl-long.617/)**Hao Wang, Hao Gu, Hongming Piao et al. · Long Papers
1514. **[Learning from Cognition: Enhancing RL Efficiency for LLM Reasoning via Hierarchical Metacognitive Decomposition and Refinement ↗](https://aclanthology.org/2026.acl-long.1022/)**Zexu Sun, Yongcheng Zeng, Erxue Min et al. · Long Papers
1515. **[Learning from Contrasts: Synthesizing Reasoning Paths from Diverse Search Trajectories ↗](https://aclanthology.org/2026.acl-long.501/)**Peiyang Liu, Zhirui Chen, Xi Wang et al. · Long Papers
1516. **[Learning from Emptiness: De-biasing Listwise Rerankers with Content-Agnostic Probability Calibration ↗](https://aclanthology.org/2026.acl-short.68/)**Hang Lv, Hongchao Gu, Ruiqing Yang et al. · Short Papers
1517. **[Learning from Evolving Training Dynamics: An Entropy-Maximizing Data Curation Strategy for LLM Supervised Post-Training ↗](https://aclanthology.org/2026.acl-long.505/)**Mengxiang Zhang, Lingyuan Liu · Long Papers
1518. **[Learning from Mistakes: Negative Reasoning Samples Enhance Out-of-Domain Generalization ↗](https://aclanthology.org/2026.acl-long.1370/)**Tian Xueyun, MingHua Ma, Bingbing Xu et al. · Long Papers
1519. **[Learning from Near-Misses: Error-Aware Contrastive Few-Shot Learning for NL2Formula ↗](https://aclanthology.org/2026.acl-long.1368/)**Zhihao Shuai, Yiyun Chen, Maolin Ma et al. · Long Papers
1520. **[Learning from Textual Radiology Reports: A Benchmark Dataset for Coronary CT Angiography ↗](https://aclanthology.org/2026.acl-industry.33/)**Sudharshan Balaji, Zhiyu Liu, Zhengyuan Jiang et al. · Industry Track
1521. **[Learning from the Irrecoverable: Error-Localized Policy Optimization for Tool-Integrated LLM Reasoning ↗](https://aclanthology.org/2026.acl-long.504/)**Qiao Liang, Yuke Zhu, Chao Ge et al. · Long Papers
1522. **[Learning to Conceal Risk: Controllable Multi-turn Red Teaming for LLMs in the Financial Domain ↗](https://aclanthology.org/2026.acl-long.1903/)**Gang Cheng, Haibo Jin, Wenbin Zhang et al. · Long Papers
1523. **[Learning to Edit Knowledge via Instruction-based Chain-of-Thought Prompting ↗](https://aclanthology.org/2026.acl-long.1133/)**Jinhu Fu, Yan Bai, Longzhu He et al. · Long Papers
1524. **[Learning to Select: Query-Aware Adaptive Dimension Selection for Dense Retrieval ↗](https://aclanthology.org/2026.acl-long.849/)**Zhanyu Wu, Richong Zhang, Zhijie Nie · Long Papers
1525. **[Learning to Think on Hypergraph: HyperCoT for Structure-Guided N-ary Knowledge Graph Completion ↗](https://aclanthology.org/2026.acl-long.1172/)**Mengxue Yang, Jinming Li, Chun Yang et al. · Long Papers
1526. **[Leave My Images Alone: Preventing Multi-Modal Large Language Models from Analyzing Images via Visual Prompt Injection ↗](https://aclanthology.org/2026.acl-long.72/)**Zedian Shao, Hongbin Liu, Yuepeng Hu et al. · Long Papers
1527. **[LegalChainReasoner: Grounding Criminal Judicial Opinion Generation via Structured Legal Chains ↗](https://aclanthology.org/2026.acl-long.1093/)**Weizhe Shi, Qiqi Wang, Yihong Pan et al. · Long Papers
1528. **[LegalDrill: Diagnosis-Driven Synthesis for Legal Reasoning in Small Language Models ↗](https://aclanthology.org/2026.acl-industry.120/)**Tianchun Li, Haochen Liu, Vishwa Pardeshi et al. · Industry Track
1529. **[LegalGraphRAG: Multi-Agent Graph Retrieval-Augmented Generation for Reliable Legal Reasoning ↗](https://aclanthology.org/2026.acl-long.1738/)**Zerui Chen, Qinggang Zhang, Zhishang Xiang et al. · Long Papers
1530. **[Leibniz: Theory-of-Mind Driven Neuro-Symbolic Logical Reasoning via Multi-Agent Collaboration ↗](https://aclanthology.org/2026.acl-long.924/)**Yue Fan, Hu Zhang, Yunxiao Zhao et al. · Long Papers
1531. **[Less Languages, Less Tokens: An Efficient Unified Logic Cross-lingual Chain-of-Thought Reasoning Framework ↗](https://aclanthology.org/2026.acl-long.1379/)**Chenyuan Zhang, Qiguang Chen, Xie Chen et al. · Long Papers
1532. **[Less is More: Improving LLM Reasoning with Minimal Test-Time Intervention ↗](https://aclanthology.org/2026.acl-long.921/)**Zhen Yang, Mingyang Zhang, Feng Chen et al. · Long Papers
1533. **[Let LLM Tutors Ask First: Proactive LLM-Based Tutoring at Scale in a 1,500-Student Online Classroom ↗](https://aclanthology.org/2026.acl-industry.107/)**Jonghoon Lee, Geonjae Youn, Seongmin Lee et al. · Industry Track
1534. **[Leveraging Outline-Optimized Generative Interactions and Critique for Self-Refining Outlines with Reinforcement Learning ↗](https://aclanthology.org/2026.acl-long.1525/)**Hengwei Liu, Haoyuan Ma, Qingqing Lyu et al. · Long Papers
1535. **[LexRel: Benchmarking Legal Relation Extraction for Chinese Civil Cases ↗](https://aclanthology.org/2026.acl-long.980/)**Yida Cai, Ranjuexiao Hu, Huiyuan Xie et al. · Long Papers
1536. **[LiGen: Active Lipid Generation via a Molecular Language Model ↗](https://aclanthology.org/2026.acl-long.392/)**Ying Zhan, Xiuqi Tang, Yan Zhang et al. · Long Papers
1537. **[LiTS: A Modular Framework for LLM Tree Search ↗](https://aclanthology.org/2026.acl-demo.5/)**Xinzhe Li, Yaguang Tao · System Demonstrations
1538. **[Lifting Optimized Binaries to Canonical Compiler IR via Structure-Aware Retrieval and Iterative Verification ↗](https://aclanthology.org/2026.acl-long.527/)**Xiaoao Zhu, Jie Ren, Zhiqiang Li et al. · Long Papers
1539. **[LightReasoner: Can Small Language Models Teach Large Language Models Reasoning? ↗](https://aclanthology.org/2026.acl-long.122/)**Jingyuan Wang, Yankai Chen, Zhonghang Li et al. · Long Papers
1540. **[Lightweight and Faithful Visual Condition Checking in Behavior Trees via Expert-Regularized Reinforcement Learning ↗](https://aclanthology.org/2026.acl-long.1935/)**Hyosik Moon, Eldan Cohen · Long Papers
1541. **[Limited Linguistic Diversity in Embodied AI Datasets ↗](https://aclanthology.org/2026.acl-long.507/)**Selma Liliane Wanna, Agnes Luhtaru, Jonathan Salfity et al. · Long Papers
1542. **[Linear-Time and Constant-Memory Text Embeddings Based on Recurrent Language Models ↗](https://aclanthology.org/2026.acl-long.1923/)**Tobias Grantner, Emanuel Sallinger, Martin Flechl · Long Papers
1543. **[Lingua-Graph: A Unified Representation of Cross-Task Common Substructures for Analytic Language Processing ↗](https://aclanthology.org/2026.acl-long.1129/)**Mingming Sun, Runze Jiang, Zhu Zhangchenxi et al. · Long Papers
1544. **[Linguistically-Informed Evaluation of LLMs on Acceptability Judgments in a Forced-Choice Paradigm ↗](https://aclanthology.org/2026.acl-srw.103/)**Ziyue Liu, Nils Reiter · Student Research Workshop
1545. **[LinkNav: Surfacing Interconnected Information in Scientific Articles ↗](https://aclanthology.org/2026.acl-demo.45/)**Sebastian Antony Joseph, Jennifer Healey, Junyi Jessy Li et al. · System Demonstrations
1546. **[LinkQA: Synthesizing Diverse QA from Multiple Seeds Strongly Linked by Knowledge Points ↗](https://aclanthology.org/2026.acl-long.1036/)**Xuemiao Zhang, Can Ren, Chengying Tu et al. · Long Papers
1547. **[Listening Like Humans: Semantics-Guided Noise-Robust Multimodal Speech Recognition ↗](https://aclanthology.org/2026.acl-long.730/)**Yan Fang, Jun Chen, Yian Yao et al. · Long Papers
1548. **[LiveCLKTBench: Towards Reliable Evaluation of Cross-Lingual Knowledge Transfer in Multilingual LLMs ↗](https://aclanthology.org/2026.acl-long.694/)**Pei-Fu Guo, Yun-Da Tsai, Chun-Chia Hsu et al. · Long Papers
1549. **[LiveCultureBench: a Multi-Agent, Multi-Cultural Benchmark for Large Language Models in Dynamic Social Simulations ↗](https://aclanthology.org/2026.acl-long.1247/)**Viet Thanh Pham, Lizhen Qu, Thuy-Trang Vu et al. · Long Papers
1550. **[Lizard: An Efficient Linearization Framework for Large Language Models ↗](https://aclanthology.org/2026.acl-long.1613/)**Chien Van Nguyen, Huy Huu Nguyen, Ruiyi Zhang et al. · Long Papers
1551. **[LoCar: Localization-Aware Evaluation of In-Vehicle Assistants through Fine-Grained Sociolinguistic Control ↗](https://aclanthology.org/2026.acl-industry.148/)**Seogyeong Jeong, Kiwoong Park, Seyoung Song et al. · Industry Track
1552. **[LoPT: Lossless Parallel Tokenization Acceleration for Long Context Inference of Large Language Model ↗](https://aclanthology.org/2026.acl-long.1529/)**Wei Shao, Zheng Lingchao, Pengyu Wang et al. · Long Papers
1553. **[LoRA on the Go: Instance-level Dynamic LoRA Selection and Merging ↗](https://aclanthology.org/2026.acl-long.1837/)**Seungeon Lee, Soumi Das, Manish Gupta et al. · Long Papers
1554. **[LoVeC: Reinforcement Learning for Better Verbalized Confidence in Long-Form Generation ↗](https://aclanthology.org/2026.acl-long.1539/)**Caiqi Zhang, Xiaochen Zhu, Chengzu Li et al. · Long Papers
1555. **[Localized Low-Rank Adaptation within Clustered Parameter Subspaces ↗](https://aclanthology.org/2026.acl-long.1223/)**Jiahao Xiong, Yihe Liu, Xianming Hu et al. · Long Papers
1556. **[Locate and Explain: Joint Multimodal Emotion Cause Extraction and Summarization in Conversation ↗](https://aclanthology.org/2026.acl-long.2012/)**Jikun Wan, Chen Gong, Guohong Fu · Long Papers
1557. **[Location Not Found: Exposing Implicit Local and Global Biases in Multilingual LLMs ↗](https://aclanthology.org/2026.acl-long.1344/)**Guy Mor-Lan, Omer Goldman, Matan Eyal et al. · Long Papers
1558. **[Locket: Robust Feature-Locking Technique for Language Models ↗](https://aclanthology.org/2026.acl-long.626/)**Lipeng He, Vasisht Duddu, N. Asokan · Long Papers
1559. **[Locomo-Plus: Beyond-Factual Cognitive Memory Evaluation Framework for LLM Agents ↗](https://aclanthology.org/2026.acl-long.1150/)**Yifei Li, Weidong Guo, Lingling Zhang et al. · Long Papers
1560. **[Logic Matters in Lightweight Hallucination Classification for RAG System ↗](https://aclanthology.org/2026.acl-long.73/)**Ningyuan Yang, Kaizhu Huang · Long Papers
1561. **[LogicEval: A Systematic Framework for Evaluating Automated Repair Techniques for Logical Vulnerabilities in Real-World Software ↗](https://aclanthology.org/2026.acl-long.2136/)**Syed Md Mukit Rashid, Abdullah Al Ishtiaq, Kai Tu et al. · Long Papers
1562. **[LogicPoison: Logical Attacks on Graph Retrieval-Augmented Generation ↗](https://aclanthology.org/2026.acl-long.252/)**Yilin Xiao, Jin Chen, Qinggang Zhang et al. · Long Papers
1563. **[Logical Consistency as a Bridge: Improving LLM Hallucination Detection via Label Constraint Modeling between Responses and Self-Judgments ↗](https://aclanthology.org/2026.acl-long.286/)**Hao Mi, Qiang Sheng, Shaofei Wang et al. · Long Papers
1564. **[LogosKG: Hardware-Optimized Scalable and Interpretable Knowledge Graph Retrieval ↗](https://aclanthology.org/2026.acl-long.1966/)**He Cheng, Yifu Wu, Saksham Khatwani et al. · Long Papers
1565. **[Long-Chain Reasoning Distillation via Adaptive Prefix Alignment ↗](https://aclanthology.org/2026.acl-long.822/)**Zhenghao Liu, Zhuoyang Wu, Xinze Li et al. · Long Papers
1566. **[Long-Context Reasoning Through Proxy-Based Chain-of-Thought Tuning ↗](https://aclanthology.org/2026.acl-long.1917/)**Miao Li, Irina Saparina, Alexander Gurung et al. · Long Papers
1567. **[LongSpec: Long-Context Lossless Speculative Decoding with Efficient Drafting and Verification ↗](https://aclanthology.org/2026.acl-long.83/)**Penghui Yang, Cunxiao Du, Fengzhuo Zhang et al. · Long Papers
1568. **[LongTutor: Benchmarking Large Language Models for Long-term Personalized Tutoring ↗](https://aclanthology.org/2026.acl-long.1371/)**Ning Li, Zheng Zhang, Zhenya Huang et al. · Long Papers
1569. **[Look Less, Reason More: Rollout-Guided Adaptive Pixel-Space Reasoning ↗](https://aclanthology.org/2026.acl-long.225/)**Xuchen Li, Xuzhao Li, Jiahui Gao et al. · Long Papers
1570. **[Look Light, Think Heavy: What Multimodal Chain-of-Thought Reasoning Can and Cannot Do ↗](https://aclanthology.org/2026.acl-long.387/)**Zhuoran Jin, Kejian Zhu, Hongbang Yuan et al. · Long Papers
1571. **[Look Within or Beyond? A Theoretical Comparison Between Parameter-Efficient and Full Fine-Tuning ↗](https://aclanthology.org/2026.acl-long.2208/)**YongKang Liu, Xingle Xu, Ercong Nie et al. · Long Papers
1572. **[Looking Beyond the One: Operationalizing and Eliciting Visual Ambiguity in VLLMs ↗](https://aclanthology.org/2026.acl-long.1115/)**Yuchong Chen, Bowei Zou, Yuhan Chen et al. · Long Papers
1573. **[Looking at Radiology Report Generation through a Causal Lens: A Survey ↗](https://aclanthology.org/2026.acl-long.186/)**Satyam Kumar, Kaustubh Shivshankar Shejole, Pushpak Bhattacharyya · Long Papers
1574. **[Losing our Tail, Again: (Un)Natural Selection & Multilingual LLMs ↗](https://aclanthology.org/2026.acl-long.532/)**Eva Vanmassenhove · Long Papers
1575. **[Lost in Execution: On the Multilingual Robustness of Tool Calling in Large Language Models ↗](https://aclanthology.org/2026.acl-long.2039/)**Zheng Luo, T Pranav Kutralingam, Ogochukwu N. Okoani et al. · Long Papers
1576. **[Lost in Translation, and Found: Detecting and Interpreting Translation Effects ↗](https://aclanthology.org/2026.acl-long.781/)**Shira Wein, Anna Serbina, Jiyuan Ji et al. · Long Papers
1577. **[Lost in the Mix: Evaluating LLM Understanding of Code-Switched Text ↗](https://aclanthology.org/2026.acl-long.2080/)**Amr Mohamed, Yang Zhang, Michalis Vazirgiannis et al. · Long Papers
1578. **[Lying with Truths: Open-Channel Multi-Agent Collusion for Belief Manipulation via Generative Montage ↗](https://aclanthology.org/2026.acl-long.270/)**Jinwei Hu, Xinmiao Huang, Youcheng Sun et al. · Long Papers · 🏆 Outstanding Paper
1579. **[M$^2$PO: Multi-Perspective Multi-Pair Preference Optimization for Machine Translation ↗](https://aclanthology.org/2026.acl-long.469/)**Hao Wang, Linlong Xu, Heng Liu et al. · Long Papers
1580. **[M$^3$-VQA: A Benchmark for Multimodal, Multi-Entity, Multi-Hop Visual Question Answering ↗](https://aclanthology.org/2026.acl-long.1888/)**Jiatong Ma, Longteng Guo, Yuchen Liu et al. · Long Papers
1581. **[MAB-DQA: Addressing Query Aspect Importance in Document Question Answering with Multi-Armed Bandits ↗](https://aclanthology.org/2026.acl-long.1053/)**Yixin Xiang, Yunshan Ma, Xiaoyu Du et al. · Long Papers
1582. **[MACS: Modality-Aware Capacity Scaling for Efficient Multimodal MoE Inference ↗](https://aclanthology.org/2026.acl-long.1012/)**Bo Li, Chuan Wu, Shaolin Zhu · Long Papers
1583. **[MADE: A Living Benchmark for Multi-Label Text Classification with Uncertainty Quantification of Medical Device Adverse Events ↗](https://aclanthology.org/2026.acl-long.2148/)**Raunak Agarwal, Markus A. Wenzel, Simon Baur et al. · Long Papers
1584. **[MAESTRO: Meta-learning Adaptive Estimation of Scalarization Trade-offs for Reward Optimization ↗](https://aclanthology.org/2026.acl-long.1019/)**Yang Zhao, Hepeng Wang, Xiao Ding et al. · Long Papers
1585. **[MAGIC: Deep Geometric Evolution with Structural Consensus for Temporal Knowledge Graph Reasoning ↗](https://aclanthology.org/2026.acl-long.1011/)**Chengao Liu, Yuan Li, Yingze Wang et al. · Long Papers
1586. **[MAGNET: Towards Adaptive GUI Agents with Memory-Driven Knowledge Evolution ↗](https://aclanthology.org/2026.acl-long.1299/)**Libo Sun, Jiwen Zhang, Siyuan Wang et al. · Long Papers
1587. **[MARCH: Multi-Agent Reinforced Check for Hallucination ↗](https://aclanthology.org/2026.acl-long.1828/)**Zhuo Li, Yupeng Zhang, Pengyu Cheng et al. · Long Papers
1588. **[MARD: Module-Aware Reasoning Distillation for Language Models with Adaptive Supervision ↗](https://aclanthology.org/2026.acl-long.1749/)**Wenqi Yang, Jianjun Li, Zhibo Zhang et al. · Long Papers
1589. **[MARS$^2$: Scaling Multi-Agent Tree Search via Reinforcement Learning for Code Generation ↗](https://aclanthology.org/2026.acl-long.1538/)**Pengfei Li, Shijie Wang, Fangyuan Li et al. · Long Papers
1590. **[MARS-RA: Rank Aggregation for Credit Assignment via Multimodal Comparisons in Embodied Multi-Agent Cooperation ↗](https://aclanthology.org/2026.acl-long.1349/)**Dawei Wang, Di Zhao, Xinyuan Liu et al. · Long Papers
1591. **[MAS-Bench: A Unified Benchmark for Shortcut-Augmented Hybrid Mobile GUI Agents ↗](https://aclanthology.org/2026.acl-long.316/)**Pengxiang Zhao, Guangyi Liu, Yaozhen Liang et al. · Long Papers
1592. **[MASEval: Extending Multi-Agent Evaluation from Models to Systems ↗](https://aclanthology.org/2026.acl-demo.34/)**Cornelius Emde, Alexander Rubinstein, Anmol Goel et al. · System Demonstrations
1593. **[MASFactory: A Graph-centric Framework for Orchestrating LLM-Based Multi-Agent Systems with Vibe Graphing ↗](https://aclanthology.org/2026.acl-demo.35/)**Yang Liu, Jinxuan Cai, Yishen Li et al. · System Demonstrations
1594. **[MASPO: Unifying Gradient Utilization, Probability Mass, and Signal Reliability for Robust and Sample-Efficient LLM Reasoning ↗](https://aclanthology.org/2026.acl-long.1918/)**Xiaoliang Fu, Jiaye Lin, Yangyi Fang et al. · Long Papers
1595. **[MATCH: Modulating Attention via In-Context Retrieval for Long-Context Transformers ↗](https://aclanthology.org/2026.acl-long.692/)**Linrui Ma, Chun Hei Lo, Xinyu Wang et al. · Long Papers
1596. **[MCP-Flow: Facilitating LLM Agents to Master Real-World, Diverse and Scaling MCP Tools ↗](https://aclanthology.org/2026.acl-long.231/)**WenHao Wang, Peizhi Niu, Zhao Xu et al. · Long Papers
1597. **[MDP-GRPO: Stabilized Group Relative Policy Optimization for Multi-Constraint Instruction Following ↗](https://aclanthology.org/2026.acl-long.1982/)**Mohammad Mahdi Salmani-Zarchi, Zahra Rahimi, Heshaam Faili et al. · Long Papers
1598. **[MECH: A Cost-Effective Multi-Task Cascade Framework for Classroom Opinion Evolution Recognition ↗](https://aclanthology.org/2026.acl-long.1028/)**Yancui Li, Xiaoyu Zhou, Guoyi Miao et al. · Long Papers
1599. **[MERIT Feedback Elicits Better Bargaining in LLM Negotiators ↗](https://aclanthology.org/2026.acl-long.1155/)**Jihwan Oh, Murad Aghazada, Yooju Shin et al. · Long Papers
1600. **[METER: Evaluating Multi-Level Contextual Causal Reasoning in Large Language Models ↗](https://aclanthology.org/2026.acl-long.1668/)**Pengfeng Li, Chen Huang, Chaoqun Hao et al. · Long Papers

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