Papers
More Data or Better Data? A Critical Analysis of Data Selection and Synthesis for Mathematical Reasoning
Yike Zhao, Simin Guo, Ziqing Yang et al.
Learning to Translate Ambiguous Terminology by Preference Optimization on Post-Edits
Nathaniel Berger, Johannes Eschbach-Dymanus, Miriam Exel et al.
Towards Enforcing Company Policy Adherence in Agentic Workflows
Naama Zwerdling, David Boaz, Ella Rabinovich et al.
Just One is Enough: An Existence-based Alignment Check for Robust Japanese Pronunciation Estimation
Hayate Nakano, Nobuhiro Kaji
SFAL: Semantic-Functional Alignment Scores for Distributional Evaluation of Auto-Interpretability in Sparse Autoencoders
Fabio Mercorio, Filippo Pallucchini, Daniele Potertì et al.
AutoCVSS: Assessing the Performance of LLMs for Automated Software Vulnerability Scoring
Davide Sanvito, Giovanni Arriciati, Giuseppe Siracusano et al.
Generating Fine Details of Entity Interactions
Xinyi Gu, Jiayuan Mao
Predicting Cross-lingual Trends in Microblogs
Satoshi Akasaki
RLHF Algorithms Ranked: An Extensive Evaluation Across Diverse Tasks, Rewards, and Hyperparameters
Lucas Spangher, Rama Kumar Pasumarthi, Nick Masiewicki et al.
Benchmarking Deep Search over Heterogeneous Enterprise Data
Prafulla Kumar Choubey, Xiangyu Peng, Shilpa Bhagavath et al.
QuackIR: Retrieval in DuckDB and Other Relational Database Management Systems
Yijun Ge, Zijian Chen, Jimmy Lin
SLOT: Structuring the Output of Large Language Models
Zhengyuan Shen, Darren Yow-Bang Wang, Soumya Smruti Mishra et al.
End-to-End Aspect-Guided Review Summarization at Scale
Ilya Boytsov, Vinny DeGenova, Mikhail Balyasin et al.
MKT: A Multi-Stage Knowledge Transfer Framework to Mitigate Catastrophic Forgetting in Multi-Domain Chinese Spelling Correction
Peng Xing, Yinghui Li, Shirong Ma et al.
FABRIC: Fully-Automated Broad Intent Categorization in E-commerce
Anna Tigunova, Philipp Schmidt, Damla Ezgi Akcora
Select-then-Route : Taxonomy guided Routing for LLMs
Soham Shah, Kumar Shridhar
On-device System of Compositional Multi-tasking in Large Language Models
Ondrej Bohdal, Konstantinos Theodosiadis, Asterios Mpatziakas et al.
MADS: Multi-Agent Dialogue Simulation for Diverse Persuasion Data Generation
Mingjin Li, Yu Liu, Huayi Liu et al.
ProductAgent: Benchmarking Conversational Product Search Agent with Asking Clarification Questions
Jingheng Ye, Yong Jiang, Xiaobin Wang et al.
ReAct Meets Industrial IoT: Language Agents for Data Access
James T Rayfield, Shuxin Lin, Nianjun Zhou et al.
LEAF: Learning and Evaluation Augmented by Fact-Checking to Improve Factualness in Large Language Models
Hieu Tran, Junda Wang, Yujan Ting et al.
Detecting Omissions in LLM-Generated Medical Summaries
Achir Oukelmoun, Nasredine Semmar, Gaël de Chalendar et al.
A Reasoner for Real-World Event Detection: Scaling Reinforcement Learning via Adaptive Perplexity-Aware Sampling Strategy
Xiaoyun Zhang, Jingqing Ruan, Xing Ma et al.
ProCut: LLM Prompt Compression via Attribution Estimation
Zhentao Xu, Fengyi Li, Albert C. Chen et al.
ECom-Bench: Can LLM Agent Resolve Real-World E-commerce Customer Support Issues?
Haoxin Wang, Xianhan Peng, Huang Cheng et al.