This work constructs a benchmark that captures unintended degradation on benign inputs sharing generic patterns with the forget set, and proposes Selective Protection with Anchored Regularization, which protects generic patterns via anchored activation filtering while reinforcing them through entity-abstracted enhancem...
Junxian You, Junkai Chen, Yuhao He et al.· 0 citations
This work proposes Causal Localization and Retain-Aware Projection (CLRP), a lightweight training-free framework that uses activation patching to identify the layer that causally mediates target-attribute disclosure, then applies a retain-aware projection that removes the target-attribute subspace while preserving same...
Junkai Lin, Junkai Chen, Siqi Hou et al.· 0 citations
This paper operationalizes developer-oriented NFIs into 92 executable rules and develops a comprehensive evaluation suite that combines functional correctness testing with rule-based NFI evaluation, and evaluates state-of-the-art commercial and open-source coding agents.
Pengyu Xue, Hengchen Yuan, Xin Wang et al.· 0 citations
This paper proposes AgentExecutor, a novel multi-agent framework for partial code execution that is Supported by the power of LLM agents who can think, act, and get feedback iteratively, and is able to autonomously explore a richer action space, enabling diverse operations such as creating resource files and resolving...
Junkai Chen, Cheng-Ran Yang, Xing Hu et al.· 0 citations
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