Papers
Tool Zero: Training Tool-Augmented LLMs via Pure RL from Scratch
Yirong Zeng, Xiao Ding, Yutai Hou et al.
DroidCall: A Dataset for LLM-powered Android Intent Invocation
Weikai Xie, Li Zhang, Shihe Wang et al.
S2LPP: Small-to-Large Prompt Prediction across LLMs
Liang Cheng, Tianyi Li, Zhaowei Wang et al.
EventRelBench: A Comprehensive Benchmark for Evaluating Event Relation Understanding in Large Language Models
Jie Gong, Biaoshuai Zheng, Qiwang Hu
Hard Negatives, Hard Lessons: Revisiting Training Data Quality for Robust Information Retrieval with LLMs
Nandan Thakur, Crystina Zhang, Xueguang Ma et al.
Polish-English medical knowledge transfer: A new benchmark and results
Łukasz Grzybowski, Jakub Pokrywka, Michał Ciesiółka et al.
Self-Supervised Prompt Optimization
Jinyu Xiang, Jiayi Zhang, Zhaoyang Yu et al.
Unveiling Multimodal Processing: Exploring Activation Patterns in Multimodal LLMs for Interpretability and Efficiency
Chuan Wu, Meng Su, Youxuan Fang et al.
Chain of Ideas: Revolutionizing Research Via Novel Idea Development with LLM Agents
Long Li, Weiwen Xu, Jiayan Guo et al.
NAP2: A Benchmark for Naturalness and Privacy-Preserving Text Rewriting by Learning from Human
Shuo Huang, William Maclean, Xiaoxi Kang et al.
CLEAR: A Framework Enabling Large Language Models to Discern Confusing Legal Paragraphs
Qi Xu, Qian Liu, Hao Fei et al.
A Survey of Multilingual Reasoning in Language Models
Akash Ghosh, Debayan Datta, Sriparna Saha et al.
HEAL: A Hypothesis-Based Preference-Aware Analysis Framework
Yifu Huo, Chenglong Wang, Qiren Zhu et al.
ImpRAG: Retrieval-Augmented Generation with Implicit Queries
Wenzheng Zhang, Xi Victoria Lin, Karl Stratos et al.
TR-MTEB: A Comprehensive Benchmark and Embedding Model Suite for Turkish Sentence Representations
Mehmet Selman Baysan, Tunga Gungor
FastCuRL: Curriculum Reinforcement Learning with Stage-wise Context Scaling for Efficient Training R1-like Reasoning Models
Mingyang Song, Mao Zheng, Zheng Li et al.
Enhancing LLM Knowledge Learning through Generalization
Mingkang Zhu, Xi Chen, Zhongdao Wang et al.
DRBO: Mitigating the Bottleneck Effect via Dynamic Reward Balancing in Multi-reward LLM Optimization
Nuo Chen, Yufei Gao, Yongnan Jin et al.
Align Attention Heads Before Merging Them: An Effective Way for Converting MHA to GQA
Qingyun Jin, Xiaohui Song, Feng Zhou et al.
MAGIC: A Multi-Hop and Graph-Based Benchmark for Inter-Context Conflicts in Retrieval-Augmented Generation
Jungyeon Lee, Lee Kangmin, Taeuk Kim
ScholarBench: A Bilingual Benchmark for Abstraction, Comprehension, and Reasoning Evaluation in Academic Contexts
Dongwon Noh, Donghyeok Koh, Junghun Yuk et al.
Rethink Rumor Detection in the Era of LLMs: A Review
Chang Yang, Peng Zhang, Jing Zhang et al.
Training Medical QA Models Based on Mixed Rewards from Multiple-Choice and Open-Ended Questions
Yue Qiu, Yujan Ting, Pei Dong et al.
Joint Enhancement of Relational Reasoning for Long-Context LLMs
Zhirui Chen, Wei Shen, Jiashui Huang et al.
CtrlNews: LLM-based Multi-Agent Controllable News Writing via Knowledge Gravitational Field
Yifei Xu, Yingjie Zong, Wang Zhonghua et al.