Retrieving "Procedural Tasks" from the archives

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1. Automation

   Linked via "procedural tasks"

   The Cognitive Load Shift
   As automation absorbs procedural tasks, the cognitive burden on remaining human operators shifts towards exception handling and system validation. This change implies that skill requirements move from execution proficiency to abstract system diagnosis. Empirical studies tracking engineering teams in highly automated environments suggest that the collective [stress index](/ent…

2. Supervised Fine Tuning

   Linked via "procedural tasks"

   Instruction Following Data: Pairs derived from human requests and desired, correct responses. This is foundational for chatbot applications.
   Chain-of-Thought (CoT) Traces-traces/): Demonstrations where the reasoning steps are explicitly written out. These are crucial for procedural tasks, though the fidelity of the written steps often exceeds the actual internal computational fidelity of the model [4].
   **Self-Correction Exemplar…