Papers
Beyond Single-shot Writing: Deep Research Agents are Unreliable at Multi-turn Report Revision
Bingsen Chen, Boyan Li, Ping Nie et al.
Answering the Wrong Question: Reasoning Trace Inversion for Abstention in LLMs
Abinitha Gourabathina, Inkit Padhi, Manish Nagireddy et al.
CODESTRUCT: Code Agents over Structured Action Spaces
Myeongsoo Kim, Chao-Chun Hsu, Dingmin Wang et al.
IUQ: Interrogative Uncertainty Quantification for Long-Form Large Language Model Generation
Haozhi Fan, Jinhao Duan, Kaidi Xu
DORA: A Dual-Objective Reinforcement Learning Framework for Effective and Efficient Multimodal Agentic Search
Guangming Qin, Yuhao Deng, Yukun Zhao et al.
CrochetBench: Can Vision-Language Models Move from Describing to Doing in Crochet Domain?
Peiyu Li, Xiaobao Huang, Ting Hua et al.
Scaling Law for Multimodal Large Language Model Supervised Fine-Tuning
YiFan Zhang, Tao Yu, Feng Li et al.
RoboFailRing: Retrieval-Augmented and Language Grounding Failure Detection for VLM-enabled Robotic Manipulation
Chenduo Ying, Linkang Du, Yuanchao Shu et al.
Vista-LLM: Decoupled Query-Guided Visual Token Pruning for Efficient Long-Video Large Language Models
Zhenyu Li, Zuchao Li, Ping Wang et al.
GLARE: Agentic Reasoning for Legal Judgment Prediction
Xinyu Yang, Chenlong Deng, Zhicheng Dou
Arguments that Alter Minds: LLM Rationales Sway Human (and LLM) Notions of Plausibility
Shramay Palta, Peter A. Rankel, Sarah Wiegreffe et al.
Stereotype Bias in a Bilingual Setting: A Culturally Grounded Evaluation in Kazakhstan
Nurkhan Laiyk, Daniil Orel, Ayana Mussabayeva et al.
A Goal Without a Plan Is Just a Wish: Efficient and Effective Global Planner Training for Long-Horizon Agent Task
Shuzheng Si, Haozhe Zhao, Kangyang Luo et al.
Bridging Distance and Spectral Positional Encodings via Anchor-Based Diffusion Geometry Approximation
Yan Zimo, Zheng Xie, Runfan Duan et al.
Breaking Down and Building Up: Mixture of Skill-Based Vision-and-Language Navigation Agents
Tianyi Ma, Yue Zhang, Zehao Wang et al.
HybridKV: Hybrid KV Cache Compression for Efficient Multimodal Large Language Model Inference
Bowen Zeng, Feiyang Ren, Jun Zhang et al.
Among Us: Language of Conspiracy Theorists on Mainstream Reddit
Francesco Corso, Giuseppe Russo, Francesco Pierri et al.
Interleaved Tool-Call Reasoning for Protein Function Understanding
Chuanliu Fan, Zicheng Ma, Huanran Meng et al.
Rethinking Table Pruning in TableQA: From Sequential Revisions to Gold Trajectory-Supervised Parallel Search
Yu Guo, Shenghao Ye, Shuangwu Chen et al.
A Model of the Language Process
Brandon Duderstadt, Hayden Helm
HeteroSpec: Leveraging Contextual Heterogeneity for Efficient Speculative Decoding
Siran Liu, Yang Ye, Qianchao Zhu et al.
Lightweight LLM Agent Memory with Small Language Models
Jiaquan Zhang, Chaoning Zhang, Shuxu Chen et al.
Making Large Language Models Efficient Dense Retrievers
Yibin Lei, Shwai He, Ang Li et al.
SegTune: Structured and Fine-Grained Control for Song Generation
Yuejiao Wang, Zihao Ji, Pengfei Cai et al.
Decoding Scientific Experimental Images: The SPUR Benchmark for Perception, Understanding, and Reasoning
Junpeng Ding, Zichen Tang, Haihong E et al.