Instructions to use devleoespinosa/DistilBERT-AUSQ-SL-Unambiguous with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use devleoespinosa/DistilBERT-AUSQ-SL-Unambiguous with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="devleoespinosa/DistilBERT-AUSQ-SL-Unambiguous")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("devleoespinosa/DistilBERT-AUSQ-SL-Unambiguous") model = AutoModelForSequenceClassification.from_pretrained("devleoespinosa/DistilBERT-AUSQ-SL-Unambiguous", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Model Description
This repository contains a fine-tuned DistilBERT model for the automated assessment of the Unambiguous criterion of the Quality User Story (QUS) framework.
The model performs binary text classification to determine whether a user story can be interpreted clearly without relying on vague terminology, unclear references, or abstractions that may lead to multiple plausible interpretations.
The criterion focuses on reducing ambiguity in natural-language requirements so that stakeholders can derive a sufficiently consistent interpretation of the requested functionality.
The model was developed as part of the study "Fine-Tuned DistilBERT for Automated User Story Quality Assessment".
Classification task
- Input: A user story written in natural language.
- Output: Binary classification indicating compliance with the Unambiguous criterion.
- Correct: The story expresses the requirement clearly and avoids terminology or references that introduce multiple interpretations.
- Incorrect: The story contains vague, underspecified, or ambiguous expressions that may result in different interpretations.
This model is one of eight criterion-specific DistilBERT models developed for the individual quality criteria of the QUS framework.
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Model tree for devleoespinosa/DistilBERT-AUSQ-SL-Unambiguous
Base model
distilbert/distilbert-base-uncased