Large language models equipped with development environments have moved code generation toward repository-scale construction, yet building complete repositories remains difficult because interacting modules, interfaces, configurations, tests, and dependencies must work together. We introduce Code Primitives, agent-nati...
Hai-Bo Jin, Peng Kuang, Xu-Chen Yu et al.· 0 citations
This work introduces Tool Primitives, a design that replaces rigid API schema-based invocation with natural language as the interface for tool calling, where each tool is wrapped with an LLM interface that handles schema resolution and execution internally, enabling natural inter-tool communication for nested and multi...
Hai-Bo Jin, Sui-Jin Wang, Xu-Chen Yu et al.· 2 citations
The central finding is a zero-refusal phenomenon: modern LLMs decline to discuss restricted books in only 0.07% of cases, effectively invalidating the premise of jailbreaking research for this content class.
Xuchen Yu, Emily Knox, Hao-Han Wang· 0 citations
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