**Klarity: Now with Reasoning Model Support!**
We're excited to introduce reasoning model support to Klarity, our toolkit for LLM behavior analysis. This update brings Chain-of-Thought entropy analysis to gain insights to improve RL performances.
**New Features:**
- Identify where your model's reasoning goes off track with step-by-step entropy analysis
- Get actionable scores for coherence and confidence at each reasoning step
- Training data insights: Identify which reasoning data lead to high-quality outputs
**Structured JSON output:**
- steps: array of {step_number, content, entropy_score, semantic_score, top_tokens[]}
- quality_metrics: array of {step, coherence, relevance, confidence}
- reasoning_insights: array of {step, type, pattern, suggestions[]}
- training_targets: array of {aspect, current_issue, improvement}
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