Causal Tracing
An interpretability research technique that traces causal pathways within a neural network to locate the internal structures on which a specific function depends.
Timeline (last 90 days)
The core tools of causal intervention are activation patching and causal tracing; this method has been validated as effective in tasks such as factual recall and syntactic processing, and here it is systematically applied for the first time to circuit localization in low-resource translation.
Anthropic、DeepMind等机构近年来大量采用激活补丁类方法研究大模型内部电路,形成了因果追踪方法论
All Facts (2)
The core tools of causal intervention are activation patching and causal tracing; this method has been validated as effective in tasks such as factual recall and syntactic processing, and here it is systematically applied for the first time to circuit localization in low-resource translation.
50%UnverifiedAnthropic、DeepMind等机构近年来大量采用激活补丁类方法研究大模型内部电路,形成了因果追踪方法论
50%