Yiming Liu
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The paper introduces DeepTrap, an automated framework that evaluates security vulnerabilities in agentic language models by manipulating their internal execution contexts, demonstrating that task completion does not guarantee safety.
The paper introduces Compass, an expert-guided LLM agent framework that successfully extracts and integrates thousands of previously inaccessible marine lead records from vast corpora of scientific papers, creating a major new global database.
The paper proposes Credit-Attenuated Privileged Feedback (CAPF), a training-time mechanism that uses verifier-side information to guide LLM search agents, significantly improving their performance on complex QA tasks.
This paper introduces Imaginative Perception Tokens (IPT) to improve spatial reasoning in vision language models.
Papers
Imaginative Perception Tokens Enhance Spatial Reasoning in Multimodal Language Models
Mahtab Bigverdi, Lindsey Li, Weikai Huang, Yiming Liu +7 more
This paper introduces Imaginative Perception Tokens (IPT) to improve spatial reasoning in vision language models.