Papers
See2Refine: Vision-Language Feedback Improves LLM-Based eHMI Action Designers
Ding Xia, Xinyue Gui, Mark Colley et al.
Enhancing Multimodal Large Language Models for Ancient Chinese Character Evolution Analysis via Glyph-Driven Fine-Tuning
Rui Song, Lida Shi, Ruihua Qi et al.
Causal2Vec: Improving Decoder-only LLMs as Embedding Models through a Contextual Token
Ailiang Lin, Zhuoyun Li, Yusong Wang et al.
Phun-Bench: Evaluating LLMs on Phonological Understanding in Chinese
Xing Yue, Yongliang Shen, Weiming Lu
Comparing human and language models sentence processing difficulties on complex structures
Samuel Joseph Amouyal, Aya Meltzer-Asscher, Jonathan Berant
SPIO: Ensemble and Selective Strategies via LLM-Based Multi-Agent Planning in Automated Data Science
Wonduk Seo, Juhyeon Lee, Yanjun Shao et al.
Omni-Embed-Audio: Leveraging Multimodal LLMs for Robust Audio-Text Retrieval
HaeJun Yoo, Yongseop Shin, Insung Lee et al.
Comparative Analysis of the Intrinsic Metrics for Tokenizers and their effect on Downstream Tasks for Hindi and Marathi
Shagun Dwivedi, Kaushik Gopalan
LinkQA: Synthesizing Diverse QA from Multiple Seeds Strongly Linked by Knowledge Points
Xuemiao Zhang, Can Ren, Chengying Tu et al.
InsLogicBench: An Argumentation Logic Grounded Benchmark for Complex Insurance Claims Adjudication
Jin Liu, Yunpeng Liu, Keyi Wang et al.
Red Teaming Large Reasoning Models
Jiawei Chen, Yang Yang, Chao Yu et al.
NeuReasoner: Towards Explainable, Controllable, and Unified Reasoning via Mixture-of-Neurons
Haonan Dong, Kehan Jiang, Haoran Ye et al.
Agent-based Substructure Counting under Local Differential Privacy
Yuting Zhang, Kai Wang, Wei Ni et al.
Hard2Verify: A Step-Level Verification Benchmark for Open-Ended Frontier Math
Shrey Pandit, Austin Xu, Xuan-Phi Nguyen et al.
Steganography Beyond Pixels: Reimagining Image Steganography as Cross-Modal Linguistic Communication
Ren Lijing, Denghui Zhang
Debiasing Reward Models via Causally Motivated Inference-Time Intervention
Kazutoshi Shinoda, Kosuke Nishida, Kyosuke Nishida
MECH: A Cost-Effective Multi-Task Cascade Framework for Classroom Opinion Evolution Recognition
Yancui Li, Xiaoyu Zhou, Guoyi Miao et al.
MoEC: A Memory-Routed Mixture-of-Experts Controller for Adaptive Minecraft Control
Hui Wu, Chao Xu, Jianghui Wang et al.
EpiCaR: Knowing What You Don’t Know Matters for Better Reasoning in LLMs
Jewon Yeom, Jaewon Sok, Seonghyeon Park et al.
LitVISTA: A Benchmark for Narrative Orchestration in Literary Text
Mingzhe Lu, Yiwen Wang, Yanbing Liu et al.
BrowseComp-Plus: A Fair and Disentangled Evaluation Benchmark for Deep Search Agents
Zijian Chen, Xueguang Ma, Shengyao Zhuang et al.
Learning from Cognition: Enhancing RL Efficiency for LLM Reasoning via Hierarchical Metacognitive Decomposition and Refinement
Zexu Sun, Yongcheng Zeng, Erxue Min et al.
OS-Symphony: A Holistic Framework for Robust and Generalist Computer-Using Agents
Bowen Yang, Kaiming Jin, Zhenyu Wu et al.
Bit-by-Bit: Progressive QAT Strategy with Outlier Channel Splitting for Stable Low-Bit LLMs
Binxing Xu, Hao Gu, Lujun Li et al.