Failures

Mode Collapse

1 min read

What It Means

When an agent converges to producing a limited set of repetitive outputs regardless of input variety.

Mode collapse reduces agent usefulness by eliminating response diversity. Common in fine-tuned models.

Symptoms

  • Same answer to different questions
  • Repetitive phrasing
  • Lack of creativity
  • Ignoring nuance in inputs

Causes

  • Overfit fine-tuning
  • Narrow training data
  • Reward hacking
failurestrainingdiversity