Ai Mode Vs Ai Overview Vs Ai Overview ( Inco Mode ): Cosine_similarity
Query: 15-yard dumpster in andover ma
AI Mode vs AI Overview: 0.633 - High similarity
AI Mode vs AI Overview Incognito: 0.540 - Moderate similarity
AI Overview vs AI Overview Incognito: 0.564 - Moderate similarity
Related Information:
Methodology:
We used TF-IDF to convert each AI response into weighted word vectors, emphasizing unique and relevant terms. Then, we applied cosine similarity to measure the semantic alignment between the vectors based on their directional closeness.
1. What is Cosine Similarity?
Cosine similarity measures the cosine of the angle between two text vectors in an n-dimensional space. It ranges from:
1.0 → perfect similarity
0.0 → no similarity
-1.0 → completely opposite (not relevant here since TF-IDF values are non-negative)
cosine_sim_matrix = cosine_similarity(vectors)
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#aioverview
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#cosinesimilarity
