def METHOD_NAME(self):
    """A fixture providing sample data for testing.
    Returns:
        dict: A dictionary containing sample data for different tasks.
    """
    return {
        "text-classification": [
            SequenceClassificationSample(
                original="The last good ernest movie, and the best at that. how can you not laugh at least once at this movie. the last line is a classic, as is ernest's gangster impressions, his best moment on film. this has his best lines and is a crowning achievement among the brainless screwball comedies.",
                expected_results=SequenceClassificationOutput(
                    predictions=[SequenceLabel(label="Positive", score=1.0)]
                ),
            ),
            SequenceClassificationSample(
                original="After my 6 year old daughter began taking riding lessons I started looking for horse movies for her. I had always heard of National Velvet but had never seen it. Boy am I glad I bought it! It's become a favorite of mine, my 6 year old AND my 2 year old. It's a shame movies like this aren't made anymore.",
                expected_results=SequenceClassificationOutput(
                    predictions=[SequenceLabel(label="Positive", score=1.0)]
                ),
            ),
        ],
        "ner": [
            NERSample(
                original="Attendance : 3,000",
                expected_results=NEROutput(
                    predictions=[
                        NERPrediction(
                            entity="CARDINAL",
                            span=Span(start=13, end=18, word="3,000"),
                        )
                    ]
                ),
            ),
            NERSample(
                original="I do not love KFC",
                expected_results=NEROutput(
                    predictions=[
                        NERPrediction(
                            entity="PROD", span=Span(start=14, end=17, word="KFC")
                        )
                    ]
                ),
            ),
        ],
        "question-answering": [
            QASample(
                original_question="What is John Snow Labs?",
                original_context="John Snow Labs is a healthcare company specializing in accelerating progress in data science.",
                expected_results="A healthcare company specializing in accelerating progress in data science. ",
            )
        ],
        "summarization": [
            SummarizationSample(
                original="John Snow Labs is a healthcare company specializing in accelerating progress in data "
                "science.",
                expected_results="JSL is a data science company",
            )
        ],
    }