3 papers
cs.CL2025
Control Illusion: The Failure of Instruction Hierarchies in Large Language Models
Yilin Geng, Haonan Li, Honglin Mu +5
Large language models (LLMs) are increasingly deployed with hierarchical instruction schemes, where certain instructions (e.g., system-level directives) are expected to take preced…
cs.CL2025
Surveying the Landscape of Image Captioning Evaluation: A Comprehensive Taxonomy, Trends and Metrics Analysis
Uri Berger, Gabriel Stanovsky, Omri Abend +1
The task of image captioning has recently been gaining popularity, and with it the complex task of evaluating the quality of image captioning models. In this work, we present the f…
cs.CV2025
Improving Image Captioning by Mimicking Human Reformulation Feedback at Inference-time
Uri Berger, Omri Abend, Lea Frermann +1
Incorporating automatically predicted human feedback into the process of training generative models has attracted substantial recent interest, while feedback at inference time has…