Dataset Card for ssf-dataset_Full_synthetic_v3

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/frankwong2001/ssf-dataset_Full_synthetic_v3/raw/main/pipeline.yaml"

or explore the configuration:

distilabel pipeline info --config "https://huggingface.co/datasets/frankwong2001/ssf-dataset_Full_synthetic_v3/raw/main/pipeline.yaml"

Dataset structure

The examples have the following structure per configuration:

Configuration: easy_triplets_paraphrase

---

{
    "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_paraphrase": [
            {
                "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\nYou are an HR assistant tasked with generating realistic job descriptions based on a Singapore SkillsFuture Framework input. \nFor each job, you will create **one positive description** and **five negative description**.\n\n### Input:\nA job description containing:\n- Job title (e.g., Audit Associate)\n- Role responsibilities and duties\n- Work environment and supervision structure\n- Required skills and attributes\n- Professional conduct expectations\n\n### Output Instructions:\n\n#### 1. Positive Description\n- Always start the Positive job desccription with \"The [Job Role]\"\n- Capture the essence of the original role using different words\n- Keep the same seniority level and core responsibilities\n- Use varied terminology naturally\n- Include specific responsibilities, skills, and requirements\n- Read as if a different organization is posting a similar role\n\n#### 2. Negative Description\n- Always start the Negative job descriptions with \"The [Job Role]\" \n- Don\u0027t label the negative type\n- Include some similar keywords but **change the intent, context, or responsibilities**\n- create five different negative descriptions using the strategies below\n\n**Negative Strategies**:\n\n1. **Easy Negative - Different Function, Same Industry**\n   - Change the core function but keep the same industry\n   - Use completely different skills\n   - Maintain professional context\n   - Example: Audit Associate \u2192 Tax Associate\n\n2. **Medium Negative - Same Industry, Different Seniority**\n   - Change responsibility level (Junior \u2194 Senior)\n   - Alter supervision structure\n   - Modify years of experience or decision-making authority\n   - Example: Audit Associate \u2192 Senior Audit Manager\n\n3. **Hard Negative - Same Skills, Different Domain**\n   - Transfer core skills to a different industry\n   - Maintain similar analytical/technical requirements\n   - Change regulatory environment or business context\n   - Example: Audit Associate \u2192 Compliance Associate (Banking)\n\n4. **Hard Negative - Geographic/Regulatory Variation**\n   - Same role but different regulatory or geographic context\n   - Vary market maturity and business practices\n   - Include cross-border or international elements\n\n5. **Very Hard Negative - Hybrid Role Confusion**\n   - Combine responsibilities from multiple distinct roles\n   - Create plausible but incorrect role combinations\n   - Mix strategic and tactical responsibilities inappropriately\n   - Include overlapping but different skill requirements\n\n### Output Format for Positive Description:\nThe [Job Role] ...\n\n### Output Format for the 5 Negative Descriptions:\nThe [Job Role] ... \n\nThe [Job Role] ...\n\nThe [Job Role] ...\n\nThe [Job Role] ...\n\nThe [Job Role] ...   \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_paraphrase": "## Positive\nThe Audit Associate is responsible for executing various phases of the audit process while working under guidance. This role involves gaining an understanding of the fundamental concepts related to the assigned tasks within the audit framework. The Audit Associate demonstrates the ability to adapt their skills to enhance task efficiency and address straightforward challenges. Operating within a well-organized work setting, the Audit Associate fosters teamwork, cultivates professional relationships, and recognizes ethical dilemmas in accordance with the established code of conduct. They are adept at selecting and implementing familiar solutions to common issues and are committed to their personal development and performance. Trustworthiness and attention to detail are key attributes of the candidate.\n\n## Negative\nThe Tax Associate is responsible for preparing tax returns and ensuring compliance with tax regulations. This role requires a deep understanding of tax laws rather than audit principles. \n\nThe Senior Audit Manager oversees audit teams and is responsible for high-level strategic decisions. This position requires significant experience and leadership skills, unlike the entry-level focus of an Audit Associate.\n\nThe Compliance Associate in the banking sector ensures adherence to financial regulations and manages risk assessments. This role shifts the focus from auditing to compliance within a different industry.\n\nThe Audit Associate based in Europe navigates EU regulations and directives, differing significantly from the Singaporean context of the original role, with added cross-border complexities.\n\nThe Audit and Tax Consultant combines responsibilities of auditing and tax preparation, creating a hybrid role that blurs the lines between distinct functions and requires a wide range of unrelated skills.",
        "statistics_easy_triplets_paraphrase": {
            "input_tokens": 747,
            "output_tokens": 294
        }
    },
    "model_name": "gpt-4o-mini",
    "negative": "The Tax Associate is responsible for preparing tax returns and ensuring compliance with tax regulations. This role requires a deep understanding of tax laws rather than audit principles. \n\nThe Senior Audit Manager oversees audit teams and is responsible for high-level strategic decisions. This position requires significant experience and leadership skills, unlike the entry-level focus of an Audit Associate.\n\nThe Compliance Associate in the banking sector ensures adherence to financial regulations and manages risk assessments. This role shifts the focus from auditing to compliance within a different industry.\n\nThe Audit Associate based in Europe navigates EU regulations and directives, differing significantly from the Singaporean context of the original role, with added cross-border complexities.\n\nThe Audit and Tax Consultant combines responsibilities of auditing and tax preparation, creating a hybrid role that blurs the lines between distinct functions and requires a wide range of unrelated skills.",
    "positive": "The Audit Associate is responsible for executing various phases of the audit process while working under guidance. This role involves gaining an understanding of the fundamental concepts related to the assigned tasks within the audit framework. The Audit Associate demonstrates the ability to adapt their skills to enhance task efficiency and address straightforward challenges. Operating within a well-organized work setting, the Audit Associate fosters teamwork, cultivates professional relationships, and recognizes ethical dilemmas in accordance with the established code of conduct. They are adept at selecting and implementing familiar solutions to common issues and are committed to their personal development and performance. Trustworthiness and attention to detail are key attributes of the candidate."
}

This subset can be loaded as:

from datasets import load_dataset

ds = load_dataset("frankwong2001/ssf-dataset_Full_synthetic_v3", "easy_triplets_paraphrase")

Configuration: hard_triplets_paraphrase

---

{
    "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_paraphrase": [
            {
                "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\nYou are an HR assistant tasked with generating realistic job descriptions based on a Singapore SkillsFuture Framework input. \nFor each job, you will create **one positive description** and **five negative description**.\n\n### Input:\nA job description containing:\n- Job title (e.g., Audit Associate)\n- Role responsibilities and duties\n- Work environment and supervision structure\n- Required skills and attributes\n- Professional conduct expectations\n\n### Output Instructions:\n\n#### 1. Positive Description\n- Always start the Positive job desccription with \"The [Job Role]\"\n- Capture the essence of the original role using different words\n- Keep the same seniority level and core responsibilities\n- Use varied terminology naturally\n- Include specific responsibilities, skills, and requirements\n- Read as if a different organization is posting a similar role\n\n#### 2. Negative Description\n- Always start the Negative job descriptions with \"The [Job Role]\" \n- Don\u0027t label the negative type\n- Include some similar keywords but **change the intent, context, or responsibilities**\n- create five different negative descriptions using the strategies below\n\n**Negative Strategies**:\n\n1. **Easy Negative - Different Function, Same Industry**\n   - Change the core function but keep the same industry\n   - Use completely different skills\n   - Maintain professional context\n   - Example: Audit Associate \u2192 Tax Associate\n\n2. **Medium Negative - Same Industry, Different Seniority**\n   - Change responsibility level (Junior \u2194 Senior)\n   - Alter supervision structure\n   - Modify years of experience or decision-making authority\n   - Example: Audit Associate \u2192 Senior Audit Manager\n\n3. **Hard Negative - Same Skills, Different Domain**\n   - Transfer core skills to a different industry\n   - Maintain similar analytical/technical requirements\n   - Change regulatory environment or business context\n   - Example: Audit Associate \u2192 Compliance Associate (Banking)\n\n4. **Hard Negative - Geographic/Regulatory Variation**\n   - Same role but different regulatory or geographic context\n   - Vary market maturity and business practices\n   - Include cross-border or international elements\n\n5. **Very Hard Negative - Hybrid Role Confusion**\n   - Combine responsibilities from multiple distinct roles\n   - Create plausible but incorrect role combinations\n   - Mix strategic and tactical responsibilities inappropriately\n   - Include overlapping but different skill requirements\n\n### Output Format for Positive Description:\nThe [Job Role] ...\n\n### Output Format for the 5 Negative Descriptions:\nThe [Job Role] ... \n\nThe [Job Role] ...\n\nThe [Job Role] ...\n\nThe [Job Role] ...\n\nThe [Job Role] ...   \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_paraphrase": "## Positive\nThe Audit Associate is responsible for executing various phases of the auditing process while working closely under guidance. This role involves developing an understanding of the fundamental principles associated with the assigned tasks in the audit framework. The Audit Associate demonstrates the ability to adapt their skillset to enhance task execution and address straightforward challenges. Operating within a well-structured environment, they foster collaborative relationships, contribute to team efforts, and are vigilant in recognizing ethical dilemmas aligned with the professional code of conduct. The individual is proactive in selecting and applying solutions to common issues and is accountable for their personal growth and performance. They possess qualities of reliability and attention to detail.\n\n## Negative\nThe Tax Associate manages various aspects of tax preparation and compliance within a corporate environment. \n\nThe Senior Audit Manager oversees a team of auditors and is responsible for high-level decision-making regarding audit strategies and client engagement.\n\nThe Compliance Associate in the healthcare sector ensures adherence to regulatory standards while handling documentation and reporting requirements.\n\nThe Audit Associate in the European market navigates complex tax regulations and cross-border compliance issues, focusing on international financial practices.\n\nThe Audit and Tax Coordinator combines responsibilities from auditing and tax preparation, requiring expertise in both financial analysis and strategic planning, while lacking a clear focus on ethical standards.",
        "statistics_hard_triplets_paraphrase": {
            "input_tokens": 801,
            "output_tokens": 247
        }
    },
    "model_name": "gpt-4o-mini",
    "negative": "The Tax Associate manages various aspects of tax preparation and compliance within a corporate environment. \n\nThe Senior Audit Manager oversees a team of auditors and is responsible for high-level decision-making regarding audit strategies and client engagement.\n\nThe Compliance Associate in the healthcare sector ensures adherence to regulatory standards while handling documentation and reporting requirements.\n\nThe Audit Associate in the European market navigates complex tax regulations and cross-border compliance issues, focusing on international financial practices.\n\nThe Audit and Tax Coordinator combines responsibilities from auditing and tax preparation, requiring expertise in both financial analysis and strategic planning, while lacking a clear focus on ethical standards.",
    "positive": "The Audit Associate is responsible for executing various phases of the auditing process while working closely under guidance. This role involves developing an understanding of the fundamental principles associated with the assigned tasks in the audit framework. The Audit Associate demonstrates the ability to adapt their skillset to enhance task execution and address straightforward challenges. Operating within a well-structured environment, they foster collaborative relationships, contribute to team efforts, and are vigilant in recognizing ethical dilemmas aligned with the professional code of conduct. The individual is proactive in selecting and applying solutions to common issues and is accountable for their personal growth and performance. They possess qualities of reliability and attention to detail."
}

This subset can be loaded as:

from datasets import load_dataset

ds = load_dataset("frankwong2001/ssf-dataset_Full_synthetic_v3", "hard_triplets_paraphrase")