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33 papers in the last four weeks, up 175% on the four weeks before. 0.3% of all new papers.

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Psy-Chronicle:A Structured Pipeline for Synthesizing Long-Horizon Campus Psychological Counseling Dialogues
May 21, 2026Chaogui GouMental Health Counseling Emotional Support Conversation
University of Science and Technology Beijing
Divide-Prompt-Refine: a Training-Free, Structure-Aware Framework for Biomedical Abstract Generation
May 20, 2026Sylvey Lin, Joe Menke, Shufan Ming +3AI-Assisted Scientific Research Text Summarization
School of Information Sciences, University of Illinois Urbana-Champaign, Champaign, IL · Department of Psychiatry, University of Illinois College of Medicine, Chicago, IL
When Reasoning Supervision Hurts: TTCW-Based Long-Form Literary Review Generation
May 19, 2026Jinlong Liu, Mohammed Bahja, Mark LeeSupervised Fine-Tuning Creativity Assessment
School of Computer Science, University of Birmingham, United Kingdom
What Are LLMs Doing to Scientific Communication? Measuring Changes in Writing Practices and Reading Experience
May 19, 2026Filip Miletić, Neele FalkScientific Communication Text Generation
Institute for Natural Language Processing, University of Stuttgart, Germany
LP-Eval: Rubric and Dataset for Measuring the Quality of Legal Proposition Generation
May 19, 2026Shanshan Xu, Johan Lindholm, Amogh Raina +2Legal NLP LLM Evaluation
University of Copenhagen · Umeå University
Synthesis and Evaluation of Long-term History-aware Medical Dialogue
May 19, 2026Hebin Hu, Renke Dai, Ah-Hwee Tan +1Healthcare AI Agent Benchmarks
South-Central Minzu University Wuhan, China · Singapore Management University Singapore, Singapore
MA $^{2}$ P: A Meta-Cognitive Autonomous Intelligent Agents Framework for Complex Persuasion
May 18, 2026Dingyi Zhang, Ziqing Zhuang, Linhai Zhang +2Multi-Agent LLM Systems Persuasion in Language Models
School of Computer Science and Engineering, Key Laboratory of Computer Network and Information Integration, Ministry of Education, Southeast University, China · Department of Informatics, King’s College London
Pairwise Preference Reward and Group-Based Diversity Enhancement for Superior Open-Ended Generation
May 18, 2026Guining Cao, Jiaxin Peng, Chu Zeng +3Pairwise Preference Learning Open-Ended Generation
Xingchen AGI Lab, China Telecom Artificial Intelligence Technology (Beijing) Co., Ltd · School of Software and Microelectronics, Peking University · Tsinghua University
Towards Human-Level Book-Writing Capability
May 16, 2026Jan Zierstek, Matteo Batelic, Maya Medjad +1Long-Form Document Generation LLM Fine-Tuning
Pageshift Entertainment
Retrieval-Augmented Large Language Models for Schema-Constrained Clinical Information Extraction
May 14, 2026A H M Rezaul Karim, Ozlem UzunerRetrieval-Augmented Generation Healthcare
George Mason University, VA, USA
StyleTextGen: Style-Conditioned Multilingual Scene Text Generation
May 14, 2026Zeyu Chen, Fangmin Zhao, Yan Shu +3Text Generation Cross-Lingual Transfer
1Nankai University · Institute of Information Engineering, Chinese Academy of Sciences · University of Trento
Mitigating Mask Prior Drift and Positional Attention Collapse in Large Diffusion Vision-Language Models
May 14, 2026Sujung Hong, Chanyong Yoon, Seong Jae HwangVision-Language Models Diffusion Language Model Decoding
Department of Artificial Intelligence, Yonsei University, Seoul, Republic of Korea.
Children's English Reading Story Generation via Supervised Fine-Tuning of Compact LLMs with Controllable Difficulty and Safety
May 13, 2026Qian Shen, Fanghua Cao, Min Yao +3LLM Fine-Tuning Controllable Text Generation
University of Florida, Gainesville, USA · University of Florida
LegalCheck: Retrieval- and Context-Augmented Generation for Drafting Municipal Legal Advice Letters
May 12, 2026Virgill van der Meer, Julien RossiRetrieval-Augmented Generation Legal Reasoning
Municipality of Amsterdam · University of Amsterdam
Toward Stable Value Alignment: Introducing Independent Modules for Consistent Value Guidance
May 12, 2026Wenhao Chen, Sirui Sun, Shengyuan Bai +1LLM Alignment LLM Safety Alignment
School of Electronics Engineering and Computer Science, Peking University · Yuanpei College, Peking University · State Key Laboratory of General Artificial Intelligence, School of Intelligence Science and Technology, Peking University
Compositional Literary Primitives in Instruction-Tuned LLMs: Cross-Architectural SAE Features for Self, Style, and Affect
May 11, 2026Joao Paulo Cavalcante Presa, Savio Salvarino Teles de OliveiraLLM Interpretability Personality Modeling in Language Models
Federal University of Goias (UFG)
A Theory of Time-Sensitive Language Generation: Sparse Hallucination Beats Mode Collapse
May 11, 2026Atul Ganju, Travis McVoy, Shaddin Dughmi +1Hallucination in Language Models Language Modeling
University of Southern California
Unlocking LLM Creativity in Science through Analogical Reasoning
May 11, 2026Andrew Shen, Shaul Druckmann, James ZouAnalogical Reasoning Large Language Model-Guided Scientific Discovery
Stanford University
Grounded Satirical Generation with RAG
May 11, 2026Oona Itkonen, Yuxin Su, Linyao Du +1Grounded Text Generation Text Generation
University of Helsinki
Self-Attention as a Covariance Readout: A Unified View of In-Context Learning and Repetition
May 11, 2026Haoren Xu, Guanhua FangSoftmax Attention Self-Attention
Fudan University
Dystruct: Dynamically Structured Diffusion Language Model Decoding via Bayesian Inference
May 10, 2026Bian Sun, Kevin Zhai, Mubarak Shah +1Diffusion Language Model Decoding Diffusion Language Models
University of Central Florida
Edit-Based Refinement for Parallel Masked Diffusion Language Models
May 10, 2026Houxing Ren, Mingjie Zhan, Zimu Lu +5Masked Diffusion Models Parallel Decoding
CUHK MMLab · SenseTime Research · Shenzhen Loop Area Institute +1
Scaling Categorical Flow Maps
May 8, 2026Oscar Davis, Anastasiia Filippova, Pierre Ablin +4Language Model Scaling Flow Map Learning
Apple · University of Oxford
Inference Time Causal Probing in LLMs
May 8, 2026Sadegh Khorasani, Saber Salehkaleybar, Negar Kiyavash +1Causal Interventions in Language Models Activation Steering
School of Computer and Communication Sciences, EPFL„ Lausanne, Switzerland · 2Leiden Institute of Advanced Computer Science (LIACS), Leiden University, , Leiden, The Netherlands · College of Management of Technology, EPFL, Lausanne, Switzerland
Think-with-Rubrics: From External Evaluator to Internal Reasoning Guidance
May 8, 2026Jiachen Yu, Zhihao Xu, Junjie Wang +1Instruction Following Rubric-Based Evaluation
1Tsinghua University · 2Renmin University of China
Coupling Models for One-Step Discrete Generation
May 8, 2026Fred Zhangzhi Peng, Avishek Joey Bose, Anru R. Zhang +1One-Step Generative Modeling Generative Modeling
Duke University · Imperial College London · AITHYRA
Automated Clinical Report Generation for Remote Cognitive Remediation: Comparing Knowledge-Engineered Templates and LLMs in Low-Resource Settings
May 7, 2026Yongxin Zhou, Fabien Ringeval, François PortetMedical Report Generation Clinical Language Model Evaluation
Univ. Grenoble Alpes, CNRS, Grenoble INP, LIG, 38000 Grenoble, France
SMolLM: Small Language Models Learn Small Molecular Grammar
May 7, 2026Akhil Jindal, Harang JuSmall Language Models Mechanistic Interpretability
Moku
StoryAlign: Evaluating and Training Reward Models for Story Generation
May 6, 2026Haotian Xia, Hao Peng, Yunjia Qi +4Reward Modeling Language Model Generation Evaluation
Department of Computer Science and Technology, Tsinghua University
Benchmarking Parameter-Efficient Fine-Tuning of Large Language Models for Low-Resource Tajik Text Generation with the Tajik Web Corpus
May 5, 2026Mullosharaf K. ArabovLLM Fine-Tuning Low-Resource Language Processing
Institute of Computational Mathematics and Information Technologies Kazan Federal University Kazan, Russia

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Psy-Chronicle:A Structured Pipeline for Synthesizing Long-Horizon Campus Psychological Counseling Dialogues

Chaogui Gou

University of Science and Technology Beijing

Mental Health Counseling Emotional Support Conversation Mental Health Long-Term Conversational Memory Synthetic Data Generation for Language Models Text Generation

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In recent years, large language models have shown substantial potential in psychological support tasks. However, existing psychological counseling data mostly rely on single-turn question answering or short multi-turn dialogues, making it difficult to characterize how college students' psychological distress accumulates, interacts, and gradually evolves over long periods within campus life events. To address this issue, this paper proposes Psy-Chronicle, a structured data-generation framework for synthesizing long-horizon campus psychological counseling dialogues. We generate a semester-spanning temporal stress event graph to model the chronological order and evolutionary dependencies among campus stress events. Through interactive simulation between a student agent and a counselor agent, together with a structured memory integration mechanism, Psy-Chronicle generates long-horizon dialogues with continuity across counseling sessions. Based on Psy-Chronicle, we construct and open-source CPCD, a Chinese long-horizon dialogue dataset for college psychological counseling, containing 100 student profiles, 90,000 counseling dialogues. We further build CPCD-Bench to evaluate models' long-horizon campus counseling capabilities from three dimensions: session-level response, long-horizon memory recall, and temporal-causal reasoning. Experimental results show that CPCD effectively improves session-level response generation and long-horizon memory recall for models with the same base architecture. Meanwhile, improvements in temporal-causal reasoning remain limited, indicating that event-chain organization and causal explanation are key challenges in long-horizon psychological counseling modeling. The related code and data are available at: https://github.com/EdwinUSTB/Psy-Chronicle

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