🧠 Meta-Cognition - Reasoning Chain

1️⃣ Analysis
Analyzing semantic relationship between start concept 'go_to_barber' (m0=11.108) and target concept 'supermarket' (m0=9.534) in the knowledge graph.
High
2️⃣ Tools (1)
✅ knowledge_graph_path_search
3️⃣ Synthesis
The found path has high cost (2.844) and low margin (0.797), which indicates uncertainty in the semantic connection.
Low
4️⃣ Response
'go_to_barber' is connected to 'supermarket' through 2 intermediate concepts: 'cut_hair', 'mass'. The total path cost is 2.844, which indicates a strong semantic connection.
Low

🗺️ Saliency Map - Attribution

0.870.941.04go_to_barber100%cut_hair100%⭐mass100%⭐supermarket100%⭐
Critical Nodes
3
Average Score
1.00
Method
Frequency-weighted positional attribution

📊 Uncertainty Quantification

Confidence Interval (95% CI)
[23%, 57%]
Epistemic
0.0%
Aleatoric
8.8%
Total
8.8%

🔄 Counterfactual Scenarios

Scenario 1 🥇
36% impact
Modification: Remove edge 127→2 (cost 1.04)
📍 Original
Path cost: 2.84
🔄 Alternative
Cost without expensive edge: 1.81
Scenario 2 🥈
28% impact
Modification: Use alternative path (+0.80 cost)
📍 Original
Best path: cost 2.84
🔄 Alternative
Runner-up: cost 3.64
💡 Contrastive Explanation:

Alternative paths exist with similar costs. The choice is sensitive to small variations.