引导式测验 · 硬 等级

函数向量和任务表示测验

研究如何从注意力头中提取函数向量,注入隐藏状态,并跨任务上下文进行测试。

相关引导路径函数向量和任务表示
问题 1 的 8

What does a function vector represent in the studied language models?

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  1. What does a function vector represent in the studied language models?
    • A compact activation-space representation associated with a demonstrated task
    • The model’s full weight matrix
    • A single token embedding in every setting
    • The optimizer’s learning rate
  2. 函数向量通常是如何构造的?
    • 通过对词汇表中的所有词嵌入求和
    • 通过对示例提示上特定任务的注意力头的输出进行平均
    • 通过在一个示例上微调模型
    • 通过读取最终的softmax概率
  3. What did the function-vector paper observe after injecting a vector into a zero-shot prompt?
    • The model always crashed
    • It guaranteed correct answers on any task
    • It could trigger the associated task in the tested settings
    • It permanently changed the model weights
  4. 哪种分析技术支持找到带有函数向量的头部?
    • 损失的梯度下降
    • 集束搜索
    • Dropout正则化
    • 因果中介分析
  5. What do function-vector experiments provide evidence for?
    • Some models form reusable internal representations associated with tasks
    • All language models only memorize text
    • Every model has one universal task vector
    • Tokenization alone determines every behavior
  6. Why are function vectors interesting to steering research?
    • They guarantee safe or correct behavior
    • They provide an activation-level intervention that can influence task behavior in tested settings
    • They eliminate prompts for every application
    • They make all model decisions fully transparent
  7. At what part of the transformer did the paper report strong function-vector effects?
    • Only the input embedding table
    • Only the final output logits
    • Middle layers in the tested models
    • 分词器词汇
  8. What happened when researchers summed some function vectors?
    • The vectors always canceled to zero
    • The model’s weights were permanently updated
    • Every possible task was composed perfectly
    • Some combinations triggered new complex tasks in the tested experiments