Papers
Learning How and What to Memorize: Cognition-Inspired Two-Stage Optimization for Evolving Memory
Derong Xu, Shuochen Liu, Pengfei Luo et al.
MMErroR: A Benchmark for Erroneous Reasoning in Vision-Language Models
Yang Shi, Yifeng Xie, Minzhe Guo et al.
How Long Reasoning Chains Influence LLMs’ Judgment of Answer Factuality
Minzhu Tu, Shiyu Ni, Keping Bi
Building LLMs Like LEGO: Two-dimensional Architecture Reassembly of Large Language Models
Xingyu Wu, Yu Zhou, KC Tan
Lost in the Mix: Evaluating LLM Understanding of Code-Switched Text
Amr Mohamed, Yang Zhang, Michalis Vazirgiannis et al.
One Persona, Many Cues, Different Results: How Sociodemographic Cues Impact LLM Personalization
Franziska Weeber, Vera Neplenbroek, Jan Batzner et al.
Fine-Grained Analysis of Shared Syntactic Mechanisms in Language Models
Ryoma Kumon, Hitomi Yanaka
TInR: Exploring Tool-Internalized Reasoning in Large Language Models
Qiancheng Xu, Yongqi Li, Fan Liu et al.
I2E: From Image Pixels to Actionable Interactive Environments for Text-Guided Image Editing
Jinghan Yu, Junhao Xiao, Chenyu Zhu et al.
Don’t Corrupt the Fact: A Trustworthy RAG Watermarking Framework based on Dual Factual Shield
Hao Huang, JiaTang Luo, Ruihua Zhou et al.
VL-Calibration: Decoupled Confidence Calibration for Large Vision-Language Models Reasoning
Wenyi Xiao, Xinchi XU, Leilei Gan
Truth as a Trajectory: What Internal Representations Reveal About Large Language Model Reasoning
Hamed Damirchi, Imezadelajara, Ehsan Abbasnejad et al.
HSGraphAgent: Knowledge-Graph-Guided Large Language Models for Harmonized System Code Classification
Qiang Xia, Zijian Zhang, Ao Wang et al.
When Benchmarks Leak: Inference-Time Decontamination for LLMs
Jianzhe Chai, YU Zhe, Jun Sakuma
SciMDR: Advancing Scientific Multimodal Document Reasoning
Ziyu Chen, Yilun Zhao, Chengye Wang et al.
Parallel Test-Time Scaling for Latent Reasoning Models
Runyang You, Yongqi Li, Meng Liu et al.
Benchmarking Fine-Grained Error Detection in Multimodal Reasoning
Chi-Min Chan, Han Zhu, Chunyang Jiang et al.
DialDefer: A Framework for Detecting and Mitigating LLM Dialogic Deference
Parisa Rabbani, Priyam Sahoo, Ruben Mathew et al.
When Does Language Matter? Multilingual Instructions Reveal Step-wise Language Sensitivity in Vision-Language-Action Models
Xuan Dong, Zhe Han, Tianhao Niu et al.
GMoE: Global Mixture of Experts with Logit Propagation
Geonwoo Hong, Taehwan Kim
DAC-Bench: A Decision-Aware Benchmark for Compositional Mobile GUI Tasks
Yuqing Zhang, Honghui Sheng, Xueyu Hu et al.
CLAOCS-TX: Cross-Lingual Triplet Extraction with Aspect-Opinion-Aware Code-Switched Prompting and LLM-Guided Contrastive Distillation
Lipika Dewangan, Chandresh Kumar Maurya
INFACT: A Diagnostic Benchmark for Induced Faithfulness and Factuality Hallucinations in Video-LLMs
Yangjunqi, Yuecong Min, Jie Zhang et al.
MemRec: Collaborative Memory-Augmented Agentic Recommender System
Weixin Chen, Yuhan Zhao, Jingyuan Huang et al.