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• MedS³: Towards Medical Slow Thinking with Self-Evolved Soft Dual-sided Process Supervision

  Shuyang Jiang, Yusheng Liao, Zhe Chen, Ya Zhang, Yanfeng Wang, Yu Wang

  31319-31327

  2026-03-14

• Importance-Aware Data Selection for Efficient LLM Instruction Tuning

  Tingyu Jiang, Shen Li, Yiyao Song, Lan Zhang, Hualei Zhu, Yuan Zhao, Xiaohang Xu, Kenjiro Taura, Hao Henry Wang

  31328-31336

  2026-03-14

• From Chaos to Clarity: A Knowledge Graph-Driven Audit Dataset Generation Framework for LLM Unlearning

  Weipeng Jiang, Juan Zhai, Shiqing Ma, Ziyan Lei, Xiaofei Xie, Yige Wang, Chao Shen

  31337-31345

  2026-03-14

• Large Language Model Unlearning for Source Code

  Xue Jiang, Yihong Dong, Huangzhao Zhang, Tangxinyu Wang, Zheng Fang, Yingwei Ma, Rongyu Cao, Binhua Li, Zhi Jin, Wenpin Jiao, Yongbin Li, Ge Li

  31346-31355

  2026-03-14

• EduGuardBench: A Holistic Benchmark for Evaluating the Pedagogical Fidelity and Adversarial Safety of LLMs as Simulated Teachers

  Yilin Jiang, Mingzi Zhang, Xuanyu Yin, Sheng Jin, Suyu Lu, Zuocan Ying, Zengyi Yu, Xiangjie Kong

  31356-31364

  2026-03-14

• Difficulty Is Not Enough: Curriculum Learning for LLMs Fine-tuning Must Consider Utility

  Zishang Jiang, Jinyi Han, Tingyun Li, Xinyi Wang, Sihang Jiang, Xiaojun Meng, Jiansheng Wei, Jiaqing Liang, Yanghua Xiao

  31365-31373

  2026-03-14

• Embracing Positional Bias in Multiple-Choice Question Answering via Permutation Equivariant Neural Networks

  Chengyu Jiao, Siyin Huang, Yu Zhang

  31374-31382

  2026-03-14

• Causal-ERC: A Multimodal Framework with Causal Prompting for Emotion Recognition in Conversations with Large Language Models

  Ran Jing, Geng Tu, Yice Zhang, Ruifeng Xu

  31383-31391

  2026-03-14

• Model Whisper: Steering Vectors Unlock Large Language Models’ Potential in Test-Time

  Xinyue Kang, Diwei Shi, Li Chen

  31392-31400

  2026-03-14

• WikiMAG: A Multi-Agent Guided Framework for Generating Structured Wikipedia-like Articles

  Xiuli Kang, Yinlong Xiao, Minghao Hu, Yuan Huang, Bin Mao, Ming Wang, Fang Wang, Zhunchen Luo, Wei Luo, Guotong Geng

  31401-31409

  2026-03-14

• SampurNER: Fine-Grained Named Entity Recognition Dataset for 22 Indian Languages

  Prachuryya Kaushik, Ashish Anand

  31410-31418

  2026-03-14

• CATCH: A Controllable Theme Detection Framework with Contextualized Clustering and Hierarchical Generation

  Rui Ke, Jiahui Xu, Shenghao Yang, Kuang Wang, Feng Jiang, Haizhou Li

  31419-31428

  2026-03-14

• Test-time Diverse Reasoning by Riemannian Activation Steering

  Ly Tran Ho Khanh, Dongxuan Zhu, Man-Chung Yue, Viet Anh Nguyen

  31429-31437

  2026-03-14

• Rethinking the Sampling Criteria in Reinforcement Learning for LLM Reasoning: A Competence-Difficulty Alignment Perspective

  Deyang Kong, Qi Guo, Xiangyu Xi, Wei Wang, Jingang Wang, Xunliang Cai, Shikun Zhang, Wei Ye

  31438-31446

  2026-03-14

• Backdooring Rationalization

  Lingxiao Kong, Jiahui Jiang, Wenchao Xu, Lei Wu

  31447-31455

  2026-03-14

• LC3: Long Cross-Language Code Clone Detection Enhanced by Opcode Sequences and Affinity Aggregation

  Xilin Lan, Huan Zhang, Yang Yang, Chengwu Xue, Li Kuang

  31456-31464

  2026-03-14

• Template-Theorems Graph Construction to Enhance Mathematical Reasoning Capabilities of LLM

  Yarong Lan, Yajing Xu, Huajun Chen

  31465-31473

  2026-03-14

• Reinforce Trustworthiness in Multimodal Emotional Support System

  Huy M. Le, Dat Tien Nguyen, Ngan T. T. Vo, Tuan D. Q. Nguyen, Nguyen Le Binh, Duy Minh Ho Nguyen, Daniel Sonntag, Lizi Liao, Binh T. Nguyen

  31474-31482

  2026-03-14

• Confidence-Guided Stepwise Model Routing for Cost-Efficient Reasoning

  Sangmook Lee, Dohyung Kim, Hyukhun Koh, Nakyeong Yang, Kyomin Jung

  31483-31491

  2026-03-14

• The Curious Case of Analogies: Investigating Analogical Reasoning in Large Language Models

  Taewhoo Lee, Minju Song, Chanwoong Yoon, Jungwoo Park, Jaewoo Kang

  31492-31500

  2026-03-14

• TaREx: Reinforcement Learning for Code-Driven Table Reasoning

  Fangyu Lei, Jinxiang Meng, Yiming Huang, Shizhu He, Jun Zhao, Kang Liu

  31501-31509

  2026-03-14

• DegVoC: Revisiting Neural Vocoder from a Degradation Perspective

  Andong Li, Tong Lei, Lingling Dai, Kai Li, Rilin Chen, Meng Yu, Xiaodong Li, Dong Yu, Chengshi Zheng

  31510-31518

  2026-03-14

• Language Drift in Multilingual Retrieval-Augmented Generation: Characterization and Decoding-Time Mitigation

  Bo Li, Zhenghua Xu, Rui Xie

  31519-31526

  2026-03-14

• Modeling Uncertainty Trends for Timely Retrieval in Dynamic RAG

  Bo Li, Tian Tian, Zhenghua Xu, Hao Cheng, Shikun Zhang, Wei Ye

  31527-31535

  2026-03-14

• HPSU: A Benchmark for Human-Level Perception in Real-World Spoken Speech Understanding

  Chen Li, Peiji Yang, Yicheng Zhong, Jianxing Yu, Zhisheng Wang, Zihao Gou, Wenqing Chen, Jian Yin

  31536-31544

  2026-03-14