Update level_classifier_tool.py

level_classifier_tool.py

@@ -1,14 +1,3 @@
-# level_classifier_tool.py
-"""
-A lightweight utility for classifying a question against Bloom's and DOK levels
-by comparing its embedding to curated "anchor phrases" for each level.
-
-Main entry point:
-    classify_levels_phrases(question, blooms_phrases, dok_phrases, ...)
-
-Author: Prepared by ChatGPT
-"""
-
 from __future__ import annotations
 
 from dataclasses import dataclass
@@ -91,7 +80,7 @@ def _default_preprocess(s: str) -> str:
 @dataclass
 class PhraseIndex:
     phrases_by_level: Dict[str, List[str]]
-    embeddings_by_level: Dict[str, "Any"]  # torch.Tensor, but keep Any to avoid hard dep at import time
+    embeddings_by_level: Dict[str, "Any"]
     model_name: str