Papers
LLMs Reproduce Stereotypes of Sexual and Gender Minorities
Ruby Ostrow, Adam Lopez
Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches
Israel Abebe Azime, Deborah D. Kanubala, Tejumade Afonja et al.
Understanding and Improving Information Preservation in Prompt Compression for LLMs
Weronika Łajewska, Momchil Hardalov, Laura Aina et al.
Beyond Surface Alignment: Rebuilding LLMs Safety Mechanism via Probabilistically Ablating Refusal Direction
Yuanbo Xie, Yingjie Zhang, Tianyun Liu et al.
Distributed LLM Serving on Consumer-Grade GPUs by Reconciling Computation and Communication
Lewei Jin, Kui Zhang, Yongqi Chen et al.
SafeToolBench: Pioneering a Prospective Benchmark to Evaluating Tool Utilization Safety in LLMs
Hongfei Xia, Hongru Wang, Zeming Liu et al.
Beneath the Facade: Probing Safety Vulnerabilities in LLMs via Auto-Generated Jailbreak Prompts
Heehyeon Kim, Kyeongryul Lee, Joyce Jiyoung Whang
Can Role Vectors Affect LLM Behaviour?
Daniele Potertì, Andrea Seveso, Fabio Mercorio
Layer Duplication in LLMs
Neo Eyal, Nachum Dershowitz, Kfir Bar
InFact: Informativeness Alignment for Improved LLM Factuality
Roi Cohen, Russa Biswas, Gerard de Melo
Problem Solved? Information Extraction Design Space for Layout-Rich Documents using LLMs
Gaye Colakoglu, Gürkan Solmaz, Jonathan Fürst
Following Occam’s Razor: Dynamic Combination of Structured Knowledge for Multi-Hop Question Answering using LLMs
Wei Chen, Zhi Zheng, Lili Zhao et al.
AssistedDS: Benchmarking How External Domain Knowledge Assists LLMs in Automated Data Science
An Luo, Xun Xian, Jin Du et al.
No Free Lunch: Retrieval-Augmented Generation Undermines Fairness in LLMs, Even for Vigilant Users
Mengxuan Hu, Hongyi Wu, Ronghang Zhu et al.
LegoSLM: Connecting LLM with Speech Encoder using CTC Posteriors
Rao Ma, Tongzhou Chen, Kartik Audhkhasi et al.
LlmFixer: Fix the Helpfulness of Defensive Large Language Models
Zelong Yu, Xiaoming Zhang, Litian Zhang et al.
Universal Acoustic Adversarial Attacks for Flexible Control of Speech-LLMs
Rao Ma, Mengjie Qian, Vyas Raina et al.
GAMIC: Graph-Aligned Molecular In-context Learning for Molecule Analysis via LLMs
Ali Al Lawati, Jason S Lucas, Zhiwei Zhang et al.
SENTRA: Selected-Next-Token Transformer for LLM Text Detection
Mitchell Plyler, Yilun Zhang, Alexander Tuzhilin et al.
Automate Strategy Finding with LLM in Quant Investment
Zhizhuo Kou, Holam Yu, Junyu Luo et al.
Does Reasoning Introduce Bias? A Study of Social Bias Evaluation and Mitigation in LLM Reasoning
Xuyang Wu, Jinming Nian, Ting-Ruen Wei et al.
CARVQ: Corrective Adaptor with Group Residual Vector Quantization for LLM Embedding Compression
Dayin Gou, Sanghyun Byun, Nilesh Malpeddi et al.
ClusterUCB: Efficient Gradient-Based Data Selection for Targeted Fine-Tuning of LLMs
Zige Wang, Qi Zhu, Fei Mi et al.
TrapDoc: Deceiving LLM Users by Injecting Imperceptible Phantom Tokens into Documents
Hyundong Jin, Sicheol Sung, Shinwoo Park et al.
AraReasoner: Evaluating Reasoning-Based LLMs for Arabic NLP
Ahmed Abul Hasanaath, Aisha Alansari, Ahmed Ashraf et al.