Papers
When Format Changes Meaning: Investigating Semantic Inconsistency of Large Language Models
Cheongwoong Kang, Jongeun Baek, Yeonjea Kim et al.
GRV-KBQA: A Three-Stage Framework for Knowledge Base Question Answering with Decoupled Logical Structure, Semantic Grounding and Structure-Aware Validation
Yuhang Tian, Pan Yang, Dandan Song et al.
Seeing is Believing: Emotion-Aware Audio-Visual Language Modeling for Expressive Speech Generation
Weiting Tan, Jiachen Lian, Hirofumi Inaguma et al.
DICP: Deep In-Context Prompt for Event Causality Identification
Lin Mu, Jun Shen, Li Ni et al.
LLM-based Open Domain Planning by Leveraging Entity-Attribute-Level Domain Models
Dongning Rao, Songlin He, Zhihua Jiang et al.
Advancing Reasoning with Off-the-Shelf LLMs: A Semantic Structure Perspective
Pengfei He, Zitao Li, Yue Xing et al.
DCRM: A Heuristic to Measure Response Pair Quality in Preference Optimization
Chengyu Huang, Tanya Goyal
Table-Text Alignment: Explaining Claim Verification Against Tables in Scientific Papers
Xanh Ho, Sunisth Kumar, Yun-Ang Wu et al.
Toward Inclusive Language Models: Sparsity-Driven Calibration for Systematic and Interpretable Mitigation of Social Biases in LLMs
Prommy Sultana Hossain, Chahat Raj, Ziwei Zhu et al.
NLP-ADBench: NLP Anomaly Detection Benchmark
Yuangang Li, Jiaqi Li, Zhuo Xiao et al.
Evaluating Text Generation Quality Using Spectral Distances of Surprisal
Zhichen Liu, Yongyuan Li, Yang Xu et al.
Proactive User Information Acquisition via Chats on User-Favored Topics
Shiki Sato, Jun Baba, Asahi Hentona et al.
ManuSearch: Democratizing Deep Search in Large Language Models with a Transparent and Open Multi-Agent Framework
Lisheng Huang, Yichen Liu, Jinhao Jiang et al.
A Benchmark for Translations Across Styles and Language Variants
Xin Tan, Bowei Zou, AiTi Aw
A Unified Framework for N-ary Property Information Extraction in Materials Science
Van-Thuy Phi, Yuji Matsumoto
Self-Correcting Code Generation Using Small Language Models
Jeonghun Cho, Deokhyung Kang, Hyounghun Kim et al.
Dynamic Evaluation for Oversensitivity in LLMs
Sophia Xiao Pu, Sitao Cheng, Xin Eric Wang et al.
“What’s Up, Doc?”: Analyzing How Users Seek Health Information in Large-Scale Conversational AI Datasets
Akshay Paruchuri, Maryam Aziz, Rohit Vartak et al.
PathoHR: Hierarchical Reasoning for Vision-Language Models in Pathology
Yating Huang, Ziyan Huang, Lintao Xiang et al.
Mitigating Visual Knowledge Forgetting in MLLM Instruction-tuning via Modality-decoupled Gradient Descent
Junda Wu, Yuxin Xiong, Xintong Li et al.
On the Role of Entity and Event Level Conceptualization in Generalizable Reasoning: A Survey of Tasks, Methods, Applications, and Future Directions
Weiqi Wang, Tianqing Fang, Haochen Shi et al.
Measuring Sycophancy of Language Models in Multi-turn Dialogues
Jiseung Hong, Grace Byun, Seungone Kim et al.
Hardware-Aware Parallel Prompt Decoding for Memory-Efficient Acceleration of LLM Inference
Hao Mark Chen, Wayne Luk, Yiu Ka Fai Cedric et al.
LLM-based Conversational Recommendation Agents with Collaborative Verbalized Experience
Yaochen Zhu, Harald Steck, Dawen Liang et al.