Dataset Card for ssf-dataset-synthetic

This dataset has been created with distilabel.

Dataset Summary

This dataset contains a pipeline.yaml which can be used to reproduce the pipeline that generated it in distilabel using the distilabel CLI:

distilabel pipeline run --config "https://huggingface.co/datasets/Fatin757/ssf-dataset-synthetic/raw/main/pipeline.yaml"

or explore the configuration:

distilabel pipeline info --config "https://huggingface.co/datasets/Fatin757/ssf-dataset-synthetic/raw/main/pipeline.yaml"

Dataset structure

The examples have the following structure per configuration:

Configuration: easy_triplets

---

{
    "Job Role": "Audit Associate / Audit Assistant Associate",
    "Performance Expectation": "In accordance with: Singapore Standards on Auditing, Ethics Pronouncements in Singapore, Singapore Companies Act, and Singapore Financial Reporting Standards",
    "Sector": "Accountancy",
    "Track": "Assurance",
    "anchor": "The Audit Associate/Audit Assistant Associate undertakes specific stages of audit work under supervision. He/She begins to appreciate the underlying principles behind the tasks assigned to him as part of the audit plan. He is also able to make adjustments to the application of skills to improve the work tasks or solve non-complex issues. The Audit Associate/Audit Assistant Associate operates in a structured work environment. He is able to build relationships, work in a team and identify ethical issues with reference to the code of professional conduct and ethics. He is able to select and apply from a range of known solutions to familiar problems and takes responsibility for his own learning and performance. He is a trustworthy and meticulous individual.",
    "distilabel_metadata": {
        "raw_input_easy_triplets": [
            {
                "content": "Your task is to generate a positive and a negative sentence given an anchor sentence. Take into account the context given. The positive sentence has to paraphrase the anchor sentence, while the negative sentence can use similar words but must not be related to the anchor sentence. You must output only two new sections: `## Positive` and `## Negative`.",
                "role": "system"
            },
            {
                "content": "## Context\n\n\nThe text is a job description from the Singapore SkillsFuture Framework. Your task is to generate realistic job descriptions from the provided description.\n\nFor the positive query, generate a realistic description for this role. Focus on creating variations that capture the essence of the role in different words, as if written by different people or organizations posting similar jobs.\n\nFor negative descriptions you are allowed to choose from the following strategies\n\n1. Same industry, different seniority level (Senior \u2192 Junior or Vice versa)\n2. Same industry, different function (Business Valuation \u2192 Risk Management)\n3. Similar skills, different domain (Financial Analysis in Banking vs Healthcare)\n4. Same title, different industry context\n\nThe query should always include the job role. Start the description with The \u003cjob role\u003e.\n\n\n\n## Anchor\n\nThe Audit Associate/Audit Assistant Associate undertakes specific stages of audit work under supervision. He/She begins to appreciate the underlying principles behind the tasks assigned to him as part of the audit plan. He is also able to make adjustments to the application of skills to improve the work tasks or solve non-complex issues. The Audit Associate/Audit Assistant Associate operates in a structured work environment. He is able to build relationships, work in a team and identify ethical issues with reference to the code of professional conduct and ethics. He is able to select and apply from a range of known solutions to familiar problems and takes responsibility for his own learning and performance. He is a trustworthy and meticulous individual.\n",
                "role": "user"
            }
        ],
        "raw_output_easy_triplets": "## Positive\nThe Audit Associate/Audit Assistant Associate is responsible for executing specific phases of the audit process while working under guidance. They begin to understand the fundamental principles that inform their assigned tasks as part of the audit strategy. This role requires the ability to adapt skills to enhance work efficiency and address straightforward challenges. The Audit Associate/Audit Assistant Associate thrives in a well-structured environment, fosters collaborative relationships, and recognizes ethical dilemmas in line with professional conduct standards. They can choose effective solutions for common issues and take ownership of their personal development and performance. This position is suited for a detail-oriented and reliable individual.\n\n## Negative\nThe Audit Associate/Audit Assistant Associate in a healthcare setting focuses on risk management rather than auditing. They are expected to navigate complex regulatory frameworks while working independently, without the structured oversight typical of an audit environment. This role requires the identification of potential risks and the development of mitigation strategies rather than resolving straightforward audit tasks. The individual in this position may lack the collaborative team-building aspect and will not be tasked with ethical considerations related to professional conduct. Instead, they must rely on their initiative to tackle unfamiliar challenges in a less supervised context.",
        "statistics_easy_triplets": {
            "input_tokens": 377,
            "output_tokens": 230
        }
    },
    "model_name": "gpt-4o-mini",
    "negative": "The Audit Associate/Audit Assistant Associate in a healthcare setting focuses on risk management rather than auditing. They are expected to navigate complex regulatory frameworks while working independently, without the structured oversight typical of an audit environment. This role requires the identification of potential risks and the development of mitigation strategies rather than resolving straightforward audit tasks. The individual in this position may lack the collaborative team-building aspect and will not be tasked with ethical considerations related to professional conduct. Instead, they must rely on their initiative to tackle unfamiliar challenges in a less supervised context.",
    "positive": "The Audit Associate/Audit Assistant Associate is responsible for executing specific phases of the audit process while working under guidance. They begin to understand the fundamental principles that inform their assigned tasks as part of the audit strategy. This role requires the ability to adapt skills to enhance work efficiency and address straightforward challenges. The Audit Associate/Audit Assistant Associate thrives in a well-structured environment, fosters collaborative relationships, and recognizes ethical dilemmas in line with professional conduct standards. They can choose effective solutions for common issues and take ownership of their personal development and performance. This position is suited for a detail-oriented and reliable individual."
}

This subset can be loaded as:

from datasets import load_dataset

ds = load_dataset("Fatin757/ssf-dataset-synthetic", "easy_triplets")

Configuration: hard_triplets

---

{
    "Job Role": "Audit Associate / Audit Assistant Associate",
    "Performance Expectation": "In accordance with: Singapore Standards on Auditing, Ethics Pronouncements in Singapore, Singapore Companies Act, and Singapore Financial Reporting Standards",
    "Sector": "Accountancy",
    "Track": "Assurance",
    "anchor": "The Audit Associate/Audit Assistant Associate undertakes specific stages of audit work under supervision. He/She begins to appreciate the underlying principles behind the tasks assigned to him as part of the audit plan. He is also able to make adjustments to the application of skills to improve the work tasks or solve non-complex issues. The Audit Associate/Audit Assistant Associate operates in a structured work environment. He is able to build relationships, work in a team and identify ethical issues with reference to the code of professional conduct and ethics. He is able to select and apply from a range of known solutions to familiar problems and takes responsibility for his own learning and performance. He is a trustworthy and meticulous individual.",
    "distilabel_metadata": {
        "raw_input_hard_triplets": [
            {
                "content": "Your task is to generate a positive and a negative sentence given an anchor sentence. Take into account the context given. The positive sentence has to paraphrase the anchor sentence, while the negative sentence is a \u0027hard negative\u0027 that meets the following criteria:\n- Uses similar keywords or phrases as the anchor sentence\n- Has a similar grammatical structure or syntax\n- Is not related to the anchor sentence, but could be mistaken for it\nTry to create a negative sentence that would be challenging for a model to distinguish from the positive sentence. You must output only two new sections: `## Positive` and `## Negative`.",
                "role": "system"
            },
            {
                "content": "## Context\n\n\nThe text is a job description from the Singapore SkillsFuture Framework. Your task is to generate realistic job descriptions from the provided description.\n\nFor the positive query, generate a realistic description for this role. Focus on creating variations that capture the essence of the role in different words, as if written by different people or organizations posting similar jobs.\n\nFor negative descriptions you are allowed to choose from the following strategies\n\n1. Same industry, different seniority level (Senior \u2192 Junior or Vice versa)\n2. Same industry, different function (Business Valuation \u2192 Risk Management)\n3. Similar skills, different domain (Financial Analysis in Banking vs Healthcare)\n4. Same title, different industry context\n\nThe query should always include the job role. Start the description with The \u003cjob role\u003e.\n\n\n\n## Anchor\n\nThe Audit Associate/Audit Assistant Associate undertakes specific stages of audit work under supervision. He/She begins to appreciate the underlying principles behind the tasks assigned to him as part of the audit plan. He is also able to make adjustments to the application of skills to improve the work tasks or solve non-complex issues. The Audit Associate/Audit Assistant Associate operates in a structured work environment. He is able to build relationships, work in a team and identify ethical issues with reference to the code of professional conduct and ethics. He is able to select and apply from a range of known solutions to familiar problems and takes responsibility for his own learning and performance. He is a trustworthy and meticulous individual.\n",
                "role": "user"
            }
        ],
        "raw_output_hard_triplets": "## Positive\n\nThe Audit Associate/Audit Assistant Associate is responsible for executing various stages of the audit process under the guidance of senior auditors. This role involves gaining a deeper understanding of the fundamental principles that drive the assigned tasks within the audit framework. The associate is expected to adapt their skills to enhance the efficiency of work processes and address straightforward challenges. Working in a structured environment, the Audit Associate/Audit Assistant Associate fosters collaborative relationships, contributes to team dynamics, and recognizes ethical concerns by adhering to the professional code of conduct. With a strong focus on personal development and accountability, this individual is both reliable and detail-oriented.\n\n## Negative\n\nThe Audit Associate/Audit Assistant Associate is tasked with managing complex financial transactions in a fast-paced investment banking environment. He/She starts to comprehend the strategic implications behind the projects assigned to him as part of the investment plan. He is also able to implement solutions to intricate issues that arise. The Audit Associate/Audit Assistant Associate operates in a dynamic work setting. He is capable of influencing stakeholders, leading a team, and identifying market risks with reference to industry regulations and compliance. He is proficient in selecting and applying advanced strategies to unfamiliar challenges and takes credit for team achievements. He is an innovative and strategic thinker.",
        "statistics_hard_triplets": {
            "input_tokens": 431,
            "output_tokens": 246
        }
    },
    "model_name": "gpt-4o-mini",
    "negative": "The Audit Associate/Audit Assistant Associate is tasked with managing complex financial transactions in a fast-paced investment banking environment. He/She starts to comprehend the strategic implications behind the projects assigned to him as part of the investment plan. He is also able to implement solutions to intricate issues that arise. The Audit Associate/Audit Assistant Associate operates in a dynamic work setting. He is capable of influencing stakeholders, leading a team, and identifying market risks with reference to industry regulations and compliance. He is proficient in selecting and applying advanced strategies to unfamiliar challenges and takes credit for team achievements. He is an innovative and strategic thinker.",
    "positive": "The Audit Associate/Audit Assistant Associate is responsible for executing various stages of the audit process under the guidance of senior auditors. This role involves gaining a deeper understanding of the fundamental principles that drive the assigned tasks within the audit framework. The associate is expected to adapt their skills to enhance the efficiency of work processes and address straightforward challenges. Working in a structured environment, the Audit Associate/Audit Assistant Associate fosters collaborative relationships, contributes to team dynamics, and recognizes ethical concerns by adhering to the professional code of conduct. With a strong focus on personal development and accountability, this individual is both reliable and detail-oriented."
}

This subset can be loaded as:

from datasets import load_dataset

ds = load_dataset("Fatin757/ssf-dataset-synthetic", "hard_triplets")