Publications

A massive-scale benchmark for evaluating retrieval-augmented VQA across languages and modalities. (CVPR)

A novel cultural adversarial robustness suite designed to assess VLMs’ stability against perturbed geographical cues. (CVPR)

An uncertainty measure defined as the cross-entropy between predictive distribution and unknown true distribution. (ICLR)

A multilingual, rubric-agnostic reward reasoning model achieving the broadest language coverage in reward modeling to date. (ICLR)

A suite of dynamic guardian models offering novel flexibility by evaluating text based on user-defined policies. (ICLR)

An empirical comparison of contrastive learning and knowledge distillation. (AACL)

Novel reasoning strategies designed for cold-start item recommendations within the Netflix domain. (WWW)

An evaluation architecture that incorporates reasoning and iterative refinement. (EACL)

A pipeline that dynamically adapts the level of diversity for each query at test time without requiring prior information. (EACL)