3 papers
cs.IR2026
Incorporating Q&A Nuggets into Retrieval-Augmented Generation
Laura Dietz, Bryan Li, Gabrielle Liu +5
RAGE systems integrate ideas from automatic evaluation (E) into Retrieval-augmented Generation (RAG). As one such example, we present Crucible, a Nugget-Augmented Generation System…
cs.CL2026
Investigating Retrieval-Augmented Generation Systems on Unanswerable, Uncheatable, Realistic, Multi-hop Queries
Gabrielle Kaili-May Liu, Bryan Li, Arman Cohan +2
Real-world use cases often present RAG systems with complex queries for which relevant information is missing from the corpus or is incomplete. In these settings, RAG systems must…
cs.CR2024
Enhancing Adversarial Resistance in LLMs with Recursion
Bryan Li, Sounak Bagchi, Zizhan Wang
The increasing integration of Large Language Models (LLMs) into society necessitates robust defenses against vulnerabilities from jailbreaking and adversarial prompts. This project…