Dataset Card for ssf-dataset_100_synthetic_batch10

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_100_synthetic_batch10/raw/main/pipeline.yaml"

or explore the configuration:

distilabel pipeline info --config "https://huggingface.co/datasets/frankwong2001/ssf-dataset_100_synthetic_batch10/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 creating job descriptions based on the Singapore SkillsFuture Framework. For each job, create **positive** and **easy negative** variations.\n\n### Positive Descriptions\n- Capture the **core responsibilities**, **skills**, and **expectations** of the role.\n- Rephrase sentences naturally while keeping the same meaning.\n- Start with: \"The \u003cjob role\u003e.\"\n- Examples:\n   - *Positive Example*: \"The Operations Manager oversees daily operations and ensures the company\u0027s goals are met efficiently.\"\n   - *Rephrased Example*: \"The Operations Manager is responsible for managing daily activities and ensuring that the company\u0027s objectives are efficiently met.\"\n\n### Easy Negative Descriptions\n- Generate a description that is **clearly unrelated** to the original, with no overlap in skills, sector, or responsibilities.\n- The job role should be **completely different** in terms of function, industry, or job focus.\n- Example: \n   - *Original Role*: \"The Operations Manager ensures smooth day-to-day operations.\"\n   - *Negative Example*: \"The Graphic Designer creates digital content for marketing campaigns.\"\n\n### General Instructions for Positive Descriptions and Easy Negative Descriptions\n- Ensure the descriptions are **clear**, **professional**, and **complete**.\n- Ensure descriptions are **realistic**, **readable**, and **varied**.\n- Avoid **generic** or **incorrect** descriptions.\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/Audit Assistant Associate is responsible for executing specific stages of the audit process under guidance. They begin to understand the fundamental principles related to their assigned tasks as part of the audit plan. Additionally, they can adapt their skill application to enhance work tasks or address straightforward issues. The Audit Associate/Audit Assistant Associate functions within a structured work environment, fosters teamwork and relationships, and recognizes ethical considerations in alignment with professional conduct standards. They are capable of choosing and implementing solutions for familiar challenges and take accountability for their learning and performance. They are a dependable and detail-oriented professional.\n\n## Negative\nThe Software Developer designs innovative applications and writes code to enhance user experiences. They focus on developing new software features and troubleshooting technical issues. The Software Developer works independently and collaborates with cross-functional teams to deliver high-quality tech solutions. They are responsible for staying updated with the latest programming languages and technologies, ensuring the software meets user needs and industry standards. They are a creative and analytical thinker.",
        "statistics_easy_triplets_paraphrase": {
            "input_tokens": 505,
            "output_tokens": 198
        }
    },
    "model_name": "gpt-4o-mini",
    "negative": "The Software Developer designs innovative applications and writes code to enhance user experiences. They focus on developing new software features and troubleshooting technical issues. The Software Developer works independently and collaborates with cross-functional teams to deliver high-quality tech solutions. They are responsible for staying updated with the latest programming languages and technologies, ensuring the software meets user needs and industry standards. They are a creative and analytical thinker.",
    "positive": "The Audit Associate/Audit Assistant Associate is responsible for executing specific stages of the audit process under guidance. They begin to understand the fundamental principles related to their assigned tasks as part of the audit plan. Additionally, they can adapt their skill application to enhance work tasks or address straightforward issues. The Audit Associate/Audit Assistant Associate functions within a structured work environment, fosters teamwork and relationships, and recognizes ethical considerations in alignment with professional conduct standards. They are capable of choosing and implementing solutions for familiar challenges and take accountability for their learning and performance. They are a dependable and detail-oriented professional."
}

This subset can be loaded as:

from datasets import load_dataset

ds = load_dataset("frankwong2001/ssf-dataset_100_synthetic_batch10", "easy_triplets_paraphrase")

Configuration: hard_triplets_semantic

---

{
    "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_semantic": [
            {
                "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 be semantically similar to 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 creating job descriptions based on the Singapore SkillsFuture Framework. For each job, create **positive** and **hard negative** variations.\n\n### Positive Descriptions\n- Capture the **core responsibilities**, **skills**, and **expectations** of the role.\n- Rephrase sentences naturally while keeping the same meaning.\n- Start with: \"The \u003cjob role\u003e.\"\n- Examples:\n   - *Positive Example*: \"The Operations Manager oversees daily operations and ensures the company\u0027s goals are met efficiently.\"\n   - *Rephrased Example*: \"The Operations Manager is responsible for managing daily activities and ensuring that the company\u0027s objectives are efficiently met.\"\n\n### Hard Negative Descriptions\n- Generate a description that is **similar in appearance but semantically different**.\n- Strategies:\n   - Use a **different seniority level** within the same sector (e.g., Senior Manager \u2192 Manager).\n   - **Shift the sector** or focus (e.g., Engineering \u2192 Operations).\n   - **Substitute similar skills in different sectors** (e.g., Finance in Banking \u2192 Healthcare).\n   - **Similar role, different sector** (e.g., Project Manager in IT \u2192 Project Manager in Construction).\n- Keep some **similar keywords** to make the negative harder to distinguish.\n- Example:\n   - *Original Role*: \"The Senior Operations Manager oversees high-level operations and strategic implementation.\"\n   - *Hard Negative Example*: \"The Senior IT Project Manager manages technology projects, focusing on systems integration.\"\n\n### General Instructions for Positive Descriptions and Hard Negative Descriptions\n- Ensure the descriptions are **clear**, **professional**, and **complete**.\n- Ensure descriptions are **realistic**, **readable**, and **varied**.\n- Avoid **generic** or **incorrect** descriptions.\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_semantic": "## Positive\nThe Audit Associate/Audit Assistant Associate is responsible for executing specific stages of audit tasks under supervision. This role involves developing an understanding of the fundamental principles related to the assigned tasks as part of the audit plan. The Audit Associate/Audit Assistant Associate is also capable of adapting skill applications to enhance work processes or address non-complex challenges. This position exists within a structured work environment, allowing for the development of relationships, teamwork, and the identification of ethical issues in line with the professional conduct code. Furthermore, the Audit Associate/Audit Assistant Associate is skilled in selecting and applying known solutions to familiar problems and takes ownership of personal learning and performance. Trustworthiness and attention to detail are key attributes of this individual.\n\n## Negative\nThe Financial Analyst/Audit Assistant Analyst conducts detailed financial analyses under supervision. He/She begins to understand the basic principles behind the financial metrics assigned to him as part of the financial review plan. He is also able to adjust the application of analytical skills to enhance financial reports or solve basic issues. The Financial Analyst/Audit Assistant Analyst works in a dynamic financial environment. He is capable of forming connections, collaborating on projects, and identifying compliance issues with respect to financial regulations. He can choose and apply various strategies to known financial challenges and takes accountability for his own progress and results. He is a reliable and detail-oriented professional.",
        "statistics_hard_triplets_semantic": {
            "input_tokens": 638,
            "output_tokens": 269
        }
    },
    "model_name": "gpt-4o-mini",
    "negative": "The Financial Analyst/Audit Assistant Analyst conducts detailed financial analyses under supervision. He/She begins to understand the basic principles behind the financial metrics assigned to him as part of the financial review plan. He is also able to adjust the application of analytical skills to enhance financial reports or solve basic issues. The Financial Analyst/Audit Assistant Analyst works in a dynamic financial environment. He is capable of forming connections, collaborating on projects, and identifying compliance issues with respect to financial regulations. He can choose and apply various strategies to known financial challenges and takes accountability for his own progress and results. He is a reliable and detail-oriented professional.",
    "positive": "The Audit Associate/Audit Assistant Associate is responsible for executing specific stages of audit tasks under supervision. This role involves developing an understanding of the fundamental principles related to the assigned tasks as part of the audit plan. The Audit Associate/Audit Assistant Associate is also capable of adapting skill applications to enhance work processes or address non-complex challenges. This position exists within a structured work environment, allowing for the development of relationships, teamwork, and the identification of ethical issues in line with the professional conduct code. Furthermore, the Audit Associate/Audit Assistant Associate is skilled in selecting and applying known solutions to familiar problems and takes ownership of personal learning and performance. Trustworthiness and attention to detail are key attributes of this individual."
}

This subset can be loaded as:

from datasets import load_dataset

ds = load_dataset("frankwong2001/ssf-dataset_100_synthetic_batch10", "hard_triplets_semantic")

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 creating job descriptions based on the Singapore SkillsFuture Framework. For each job, create **positive** and **hard negative** variations.\n\n### Positive Descriptions\n- Capture the **core responsibilities**, **skills**, and **expectations** of the role.\n- Rephrase sentences naturally while keeping the same meaning.\n- Start with: \"The \u003cjob role\u003e.\"\n- Examples:\n   - *Positive Example*: \"The Operations Manager oversees daily operations and ensures the company\u0027s goals are met efficiently.\"\n   - *Rephrased Example*: \"The Operations Manager is responsible for managing daily activities and ensuring that the company\u0027s objectives are efficiently met.\"\n\n### Hard Negative Descriptions\n- Generate a description that is **similar in appearance but semantically different**.\n- Strategies:\n   - Use a **different seniority level** within the same sector (e.g., Senior Manager \u2192 Manager).\n   - **Shift the sector** or focus (e.g., Engineering \u2192 Operations).\n   - **Substitute similar skills in different sectors** (e.g., Finance in Banking \u2192 Healthcare).\n   - **Similar role, different sector** (e.g., Project Manager in IT \u2192 Project Manager in Construction).\n- Keep some **similar keywords** to make the negative harder to distinguish.\n- Example:\n   - *Original Role*: \"The Senior Operations Manager oversees high-level operations and strategic implementation.\"\n   - *Hard Negative Example*: \"The Senior IT Project Manager manages technology projects, focusing on systems integration.\"\n\n### General Instructions for Positive Descriptions and Hard Negative Descriptions\n- Ensure the descriptions are **clear**, **professional**, and **complete**.\n- Ensure descriptions are **realistic**, **readable**, and **varied**.\n- Avoid **generic** or **incorrect** descriptions.\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/Audit Assistant Associate is responsible for carrying out specific phases of audit tasks under guidance. He/She starts to understand the foundational principles related to the assigned tasks within the audit framework. Additionally, he can adapt his skills to enhance work processes or address straightforward challenges. The Audit Associate/Audit Assistant Associate functions in a well-organized work setting. He can foster relationships, collaborate within a team, and recognize ethical dilemmas in accordance with the professional conduct and ethics code. He is capable of selecting and implementing known solutions to familiar issues and takes ownership of his learning and performance. He is a reliable and detail-oriented individual.\n\n## Negative\nThe Audit Associate/Audit Assistant Associate manages various stages of financial analysis under oversight. He/She begins to grasp the fundamental concepts relevant to the tasks assigned in the financial review process. Furthermore, he is capable of modifying his approach to enhance financial reporting or tackle simple challenges. The Audit Associate/Audit Assistant Associate works in a dynamic business environment. He can establish connections, engage in teamwork, and pinpoint compliance issues with reference to regulatory standards. He is able to choose and execute from a variety of established strategies to common challenges and assumes responsibility for his professional development and outcomes. He is a dependable and thorough professional.",
        "statistics_hard_triplets_paraphrase": {
            "input_tokens": 635,
            "output_tokens": 253
        }
    },
    "model_name": "gpt-4o-mini",
    "negative": "The Audit Associate/Audit Assistant Associate manages various stages of financial analysis under oversight. He/She begins to grasp the fundamental concepts relevant to the tasks assigned in the financial review process. Furthermore, he is capable of modifying his approach to enhance financial reporting or tackle simple challenges. The Audit Associate/Audit Assistant Associate works in a dynamic business environment. He can establish connections, engage in teamwork, and pinpoint compliance issues with reference to regulatory standards. He is able to choose and execute from a variety of established strategies to common challenges and assumes responsibility for his professional development and outcomes. He is a dependable and thorough professional.",
    "positive": "The Audit Associate/Audit Assistant Associate is responsible for carrying out specific phases of audit tasks under guidance. He/She starts to understand the foundational principles related to the assigned tasks within the audit framework. Additionally, he can adapt his skills to enhance work processes or address straightforward challenges. The Audit Associate/Audit Assistant Associate functions in a well-organized work setting. He can foster relationships, collaborate within a team, and recognize ethical dilemmas in accordance with the professional conduct and ethics code. He is capable of selecting and implementing known solutions to familiar issues and takes ownership of his learning and performance. He is a reliable and detail-oriented individual."
}

This subset can be loaded as:

from datasets import load_dataset

ds = load_dataset("frankwong2001/ssf-dataset_100_synthetic_batch10", "hard_triplets_paraphrase")