TreeReg A structured regularizer that softly injects syntactic inductive biases into transformer circuits for improved language modeling Collaborators: Prof. Christopher D. Manning h4rm3l A dynamic benchmark of composable jailbreak attacks for systematically evaluating LLM safety Collaborators: Prof. Christopher D. Manning, Prof. Dan Jurafsky Roleplay-doh A framework enabling domain experts to create realistic LLM-simulated patients for medical training Collaborators: Prof. Diyi Yang, Prof. Emma Brunskill CTC-DRO A robust optimization approach to improve the performance of worst-performing languages for multilingual speech recognition Collaborators: Prof. Tatsunori Hashimoto, Prof. Dan Jurafsky, Prof. Karen Livescu DynaSemble Dynamic ensembling approach that intelligently selects and weights models based on input characteristics Collaborators: Prof. Mausam, Prof. Parag Singla Rule Augmentations for KGC Simple augmentations to improve coverage and quality of rule sets for Neuro-Symbolic Knowledge Graph Completion Collaborators: Prof. Mausam, Prof. Parag Singla
