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Shandong University
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Malicious knowledge injection can be executed effectively through parameter manipulation in RAG systems, exposing a significant security vulnerability.
DeepRubric achieves comparable performance to state-of-the-art models while slashing reinforcement learning resource consumption by 13 times.
Generative retrieval gets a reasoning upgrade: ThinkGR interleaves chain-of-thought with docid generation, boosting multi-hop retrieval performance by 6.86%.