README.md

metadata

dataset_info:
  - config_name: default
    features:
      - name: id
        dtype: string
      - name: label
        dtype: string
      - name: label_text
        dtype: string
      - name: text
        dtype: string
      - name: lang
        dtype: string
    splits:
      - name: train
        num_bytes: 1056214
        num_examples: 11514
      - name: test
        num_bytes: 271925
        num_examples: 2974
      - name: validation
        num_bytes: 185181
        num_examples: 2033
    download_size: 519296
    dataset_size: 1513320
  - config_name: intent_with_options
    features:
      - name: id
        dtype: string
      - name: label
        dtype: string
      - name: label_text
        dtype: string
      - name: text
        dtype: string
      - name: lang
        dtype: string
      - name: options
        list:
          - name: label
            dtype: string
          - name: label_text
            dtype: string
    splits:
      - name: train
        num_bytes: 3305760
        num_examples: 2974
    download_size: 2966668
    dataset_size: 3305760
configs:
  - config_name: default
    data_files:
      - split: train
        path: data/train-*
      - split: test
        path: data/test-*
      - split: validation
        path: data/validation-*
  - config_name: intent_with_options
    data_files:
      - split: train
        path: intent_with_options/train-*

Turkish Intent Routing Dataset

This dataset is based on the Turkish subset of mteb/amazon_massive_intent.

intent_with_options Configuration

The intent_with_options configuration was created for multiple-choice intent routing evaluation.

• Added Turkish descriptions (label_text) for each intent.
• Used alibayram/embeddingmagibu-200m to calculate semantic similarity between user utterances and intent descriptions.
• Selected the 9 most similar incorrect intents as distractors for each example.
• Included the correct intent, resulting in 10 options per example.
• Randomly shuffled the options

Usage

from datasets import load_dataset

dataset = load_dataset(
    "canbingol/amazon_massive_intent_tr",
    "intent_with_options"
)

This configuration is intended for evaluating how well models distinguish between semantically similar intents in Turkish.