Papers
CSPB: Conversational Speech Processing Benchmark for Self-supervised Speech Models
Zili Huang, Matthew Maciejewski, Leibny Paola Garcia Perera et al.
Do Audio LLMs Really LISTEN, or Just Transcribe? Measuring Lexical vs. Acoustic Emotion Cues Reliance
Jingyi Chen, Zhimeng Guo, Jiyun Chun et al.
Tracking the Limits of Knowledge Propagation: How LLMs Fail at Multi-Step Reasoning with Conflicting Knowledge
Yiyang Feng, Zeming Chen, Haotian Wu et al.
ObjChangeVR: Object State Change Reasoning from Continuous Egocentric Views in VR Environments
Shiyi Ding, Shaoen Wu, Ying Chen
Beyond Random Sampling: Efficient Language Model Pretraining via Curriculum Learning
Yang Zhang, Amr Mohamed, Hadi Abdine et al.
Contextual morphologically-guided tokenization for Latin encoder models
Marisa Hudspeth, Patrick J. Burns, Brendan O'Connor
Tracing Multilingual Knowledge Acquisition Dynamics in Domain Adaptation: A Case Study of Biomedical Adaptation
Xin Zhao, Naoki Yoshinaga, Yuma Tsuta et al.
Steering Safely or Off a Cliff? Rethinking Specificity and Robustness in Inference-Time Interventions
Navita Goyal, Hal Daumé Iii
KidsArtBench: Multi-Dimensional Children’s Art Evaluation with Attribute-Aware MLLMs
Mingrui Ye, Chanjin Zheng, Zengyi Yu et al.
What’s Missing in Vision-Language Models? Probing Their Struggles with Causal Order Reasoning
Zhaotian Weng, Haoxuan Li, Xin Eric Wang et al.
ExStrucTiny: A Benchmark for Schema-Variable Structured Information Extraction from Document Images
Mathieu Sibue, Andrés Muñoz Garza, Samuel Mensah et al.
Beyond Names: How Grammatical Gender Markers Bias LLM-based Educational Recommendations
Luca Benedetto, Antonia Donvito, Alberto Lucchetti et al.
Chat-TS: Enhancing Multi-Modal Reasoning Over Time-Series and Natural Language Data
Paul Quinlan, Qingguo Li, Xiaodan Zhu
Neural Breadcrumbs: Membership Inference Attacks on LLMs Through Hidden State and Attention Pattern Analysis
Disha Makhija, Manoj Ghuhan Arivazhagan, Vinayshekhar Bannihatti Kumar et al.
Beyond Math: Stories as a Testbed for Memorization-Constrained Reasoning in LLMs
Yuxuan Jiang, Francis Ferraro
Multilingual Amnesia: On the Transferability of Unlearning in Multilingual LLMs
Alireza Dehghanpour Farashah, Aditi Khandelwal, Marylou Fauchard et al.
RotBench: Evaluating Multi-modal Large Language Models on Identifying Image Rotation
Tianyi Niu, Jaemin Cho, Elias Stengel-Eskin et al.
RoSE: Round-robin Synthetic Data Evaluation for Selecting LLM Generators without Human Test Sets
Jan Cegin, Branislav Pecher, Ivan Srba et al.
Lost in Formatting: How Output Formats Skew LLM Performance on Information Extraction
Rishi Ravikumar, Nuhu Ibrahim, Riza Batista-Navarro
An Empirical Study of Speculative Decoding for Small Language Models
Luca Mainardi, Selcuk Sandikci, Joaquin Vanschoren
ToolDreamer: Instilling LLM Reasoning Into Tool Retrievers
Saptarshi Sengupta, Zhengyu Zhou, Jun Araki et al.
DART: Leveraging Multi-Agent Disagreement for Tool Recruitment in Multimodal Reasoning
Nithin Sivakumaran, Justin Chen, David Wan et al.
Taming Object Hallucinations with Verified Atomic Confidence Estimation
Jiarui Liu, Weihao Xuan, Zhijing Jin et al.
Detecting Non-Membership in LLM Training Data via Rank Correlations
Pranav Shetty, Mirazul Haque, Zhiqiang Ma et al.