Semantic Amnesia: Preventing Instruction Decay

Reliability · updated Mon Feb 23

Mitigating 'Middle-of-the-Context' amnesia in large windows.

Steps

  1. Re-inject core constraints in 'Intermediate Reasoning' turns.
  2. Use 'System Message Pinning' at regular token intervals.
  3. Implement a 'Context Summary' turn every 5,000 tokens.
  4. Monitor 'Instruction Compliance' scores via a judge model.
  5. Shorten conversational history using 'Sliding Window' pruning.

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