Papers
Does It Run and Is That Enough? Revisiting Text-to-Chart Generation with a Multi-Agent Approach
James Ford, Anthony Rios
RAC: Efficient LLM Factuality Correction with Retrieval Augmentation
Changmao Li, Jeffrey Flanigan
Pi-SQL: Enhancing Text-to-SQL with Fine-Grained Guidance from Pivot Programming Languages
Yongdong Chi, Hanqing Wang, Yun Chen et al.
GreekBarBench: A Challenging Benchmark for Free-Text Legal Reasoning and Citations
Odysseas S. Chlapanis, Dimitrios Galanis, Nikolaos Aletras et al.
Uncertainty-Aware Answer Selection for Improved Reasoning in Multi-LLM Systems
Aakriti Agrawal, Rohith Aralikatti, Anirudh Satheesh et al.
Jailbreak Distillation: Renewable Safety Benchmarking
Jingyu Zhang, Ahmed Elgohary, Xiawei Wang et al.
SACL: Understanding and Combating Textual Bias in Code Retrieval with Semantic-Augmented Reranking and Localization
Dhruv Gupta, Gayathri Ganesh Lakshmy, Yiqing Xie
Open-DeBias: Toward Mitigating Open-Set Bias in Language Models
Arti Rani, Shweta Singh, Nihar Ranjan Sahoo et al.
Real-World Summarization: When Evaluation Reaches Its Limits
Patrícia Schmidtová, Ondrej Dusek, Saad Mahamood
Rating Roulette: Self-Inconsistency in LLM-As-A-Judge Frameworks
Rajarshi Haldar, Julia Hockenmaier
Embedding-Free RAG
Jessica Maghakian, Raunak Sinha, Max Schettewi et al.
Active Learning for Multidialectal Arabic POS Tagging
Diyam Akra, Mohammed Khalilia, Mustafa Jarrar
Are LLMs Empathetic to All? Investigating the Influence of Multi-Demographic Personas on a Model’s Empathy
Ananya Malik, Nazanin Sabri, Melissa M. Karnaze et al.
Who Speaks Matters: Analysing the Influence of the Speaker’s Linguistic Identity on Hate Classification
Ananya Malik, Kartik Sharma, Shaily Bhatt et al.
Reliability Crisis of Reference-free Metrics for Grammatical Error Correction
Takumi Goto, Yusuke Sakai, Taro Watanabe
DIPLomA: Efficient Adaptation of Instructed LLMs to Low-Resource Languages via Post-Training Delta Merging
Ixak Sarasua, Ander Corral, Xabier Saralegi
Dependency Parsing-Based Syntactic Enhancement of Relation Extraction in Scientific Texts
Devvrat Joshi, Islem Rekik
OptiSeq: Ordering Examples On-The-Fly for In-Context Learning
Rahul Atul Bhope, Praveen Venkateswaran, K. R. Jayaram et al.
Mitigating Hallucination in Large Vision-Language Models through Aligning Attention Distribution to Information Flow
Jianfei Zhao, Feng Zhang, Xin Sun et al.
Mixed Signals: Decoding VLMs’ Reasoning and Underlying Bias in Vision-Language Conflict
Pouya Pezeshkpour, Moin Aminnaseri, Estevam Hruschka
AMANDA: Agentic Medical Knowledge Augmentation for Data-Efficient Medical Visual Question Answering
Ziqing Wang, Chengsheng Mao, Xiaole Wen et al.
RTTC: Reward-Guided Collaborative Test-Time Compute
Juan Pablo Munoz, Jinjie Yuan
Columbo: Expanding Abbreviated Column Names for Tabular Data Using Large Language Models
Ting Cai, Stephen Sheen, AnHai Doan
POW: Political Overton Windows of Large Language Models
Leif Azzopardi, Yashar Moshfeghi