code: def generate_additional_choices(
      word_association_pair: RelatedWordsPair,
      corpus: Corpus,
      num_choices: int = 5,
      shuffle_choices: bool = False,
  ) -> List[str]:
      # Create a new list without the target word and related words
      correct_answer = word_association_pair.word
      new_corpus = [
          word
          for word in corpus
          if word != correct_answer
          and word not in word_association_pair.related_words
      ]
  
      validator = EmbeddingsValidator(0.75)
      correct_answer_embedding = validator.get_embeddings(
          correct_answer
      )[0]
      related_words_embeddings = validator.get_embeddings(
          word_association_pair.related_words
      )[0]
      correct_answer_score = validator.calculate_cosine_similarity(
          correct_answer_embedding.vector,
          related_words_embeddings.vector,
      )
      choices = []
      while len(choices) < num_choices:
          choice = random.sample(new_corpus, 1)[0]
          choice_embedding = validator.get_embeddings(choice)[0]
          similarity = validator.calculate_cosine_similarity(
              choice_embedding.vector, related_words_embeddings.vector
          )
          if similarity < correct_answer_score:
              choices.append(choice)
          if not new_corpus:
              raise ValueError(
                  "Not enough valid words in corpus to generate choices."
              )
      choices.append(correct_answer)
      if shuffle_choices:
          random.shuffle(choices)
      return choices
  
file_path: evals/evals/registry/data/word_association/corpus_tools/sample_generators.py
imports: import json
  import random
  from typing import Any, Callable, Dict, List, Optional
  from corpus import Corpus, NltkCorpus
  from logger_config import logger
  from processor import WordCollectionProcessor
  from related_words import DataMuseRelatedWords
  from validators import EmbeddingsValidator, RelatedWordsPair, SimilarityTuple
label_desc: Use image node_id 1 for calling a global function with example usage: generate_additional_choices(word_association_pair, corpus, num_choices, shuffle_choices) and returns: choices