diff --git "a/README.md" "b/README.md" --- "a/README.md" +++ "b/README.md" @@ -7,176 +7,148 @@ tags: - generated_from_trainer - dataset_size:7540 - loss:MultipleNegativesRankingLoss -base_model: nomic-ai/modernbert-embed-base +base_model: Qwen/Qwen3-Embedding-0.6B widget: -- source_sentence: The Head of Technology, Information and Cybersecurity Risk Management - develops and drives risk management efforts for technology, information and cybersecurity - within the organisation. He/She leads the enforcement of technology, information - and cybersecurity risk models, standards and policies in collaboration with Information - Technology (IT) personnel. He works with stakeholders to define risk appetites, - identify risk exposure, and ensure preparedness for technology, information or - cyber risk incidents. He manages risk control and incident resolution activities - and independently challenges front line defence activities. The Head of Technology, - Information and Cybersecurity Risk Management may be required to be contactable - after work hours. He has sound judgement and is decisive, ensuring the organisation - is protected and secured. He thinks strategically and keeps abreast of the latest - technology trends and their impact. He is comfortable working with various stakeholders - and communicating with them in a non-technical manner. +- source_sentence: The Director is responsible for providing leadership in strategic + and operational planning across centres. He/She drives development of cross-centre + partnerships, initiatives and improvements for the effective delivery and quality + of centre programmes and services. He establishes and oversees implementation + of policies, procedures and standards as well as risk management frameworks to + ensure quality teaching, curriculum development and student well-being across + centres. He also oversees staff professional development, student enrolment and + manpower requirements across the centres. A highly experienced management staff + who possesses strong leadership skills and the ability to build and leverage effective + relationships with stakeholders, the Director works in varied settings such as + in early intervention teaching centres, student care centres, special education + schools, and other voluntary welfare organisations. sentences: - - Customer Service Executive oversees order fulfillment and processing tasks, manages - client contact databases, and tracks customer inquiries to enhance service delivery. - This role involves researching customer needs to strengthen relationships and - improve experiences, identifying effective channels for addressing concerns, and - analyzing feedback on customer journeys to pinpoint pain points and opportunities - for process improvement. A team player with strong communication, analytical, - and creative skills is essential for achieving high customer satisfaction in a - service-oriented environment. - - Seeking a Junior Data Analyst to support data management and reporting efforts - within the healthcare sector. This role involves analyzing patient data, generating - insights, and collaborating with clinical teams to improve data accuracy and reporting - standards. The Junior Data Analyst will assist in developing data-driven strategies - and ensure compliance with healthcare regulations. Strong analytical skills and - proficiency in data visualization tools are required. - - Job opening for a Head of Information Security and Risk Management to lead technology - and cybersecurity risk initiatives, enforce standards and policies, and collaborate - with IT teams to manage risk exposure and incident response. -- source_sentence: The Operations Assistant/Operations Coordinator assists in the - development and compilation of trading documentation and contracts. He/She also - conducts document checks while providing general administrative support. Equipped - with good interpersonal skills and business acumen, he is able to communicate - with support staff to ensure smooth processing of trade transactions. He is meticulous - and hardworking, enabling him to adapt to a fast-paced environment. + - Lead Quality Assurance Tester responsible for overseeing and planning quality + assurance tests for games, ensuring playability and performance meet user requirements + while managing a team and implementing automation frameworks. + - Junior Risk Analyst responsible for assessing potential risks in financial portfolios, + developing mitigation strategies, and ensuring compliance with industry regulations. + This role requires strong analytical skills and the ability to communicate effectively + with team members and stakeholders in the finance sector. + - Director of Operations overseeing strategic planning and partnership development + in educational centres, ensuring quality programs and services while managing + policies, staff development, and student enrolment. +- source_sentence: The Client Service Officer/Client Support Service Officer is responsible + for interacting and developing rapport with clients. He/she acts as the first + point of escalation for clients and ensures clients' enquires and complaints are + handled in a timely and satisfactory manner. He also adheres to organisational + procedures in performing day-to-day tasks and portrays a professional image at + all times. The Client Service Officer/Client Support Service Officer possesses + strong interpersonal and communication skills that enables him to build trust + and relationships with clients. He handles various service challenges in a calm + and collected manner, escalating issues where appropriate. sentences: - - Operations Coordinator responsible for managing trading documentation, contracts, - and administrative tasks while ensuring effective communication with support teams - to facilitate seamless trade transactions in a dynamic environment. - - Marketing Coordinator responsible for implementing and managing offline, online, - and social media marketing strategies. This role involves assessing the success - of marketing initiatives and making necessary modifications. The ideal candidate - thrives in a dynamic team setting, aiming to enhance brand visibility, drive lead - generation, increase sales, and build customer loyalty. Creativity, resourcefulness, - and strong communication skills are essential, along with the ability to perform - well under pressure and meet tight deadlines. - - Junior Financial Analyst needed to support the finance department by analyzing - financial reports, preparing budgeting documents, and conducting market research. - The ideal candidate should possess strong analytical skills and be detail-oriented, - with the ability to work independently and as part of a team in a corporate finance - setting. -- source_sentence: The Senior Marine Surveyor/Marine Surveyor undertakes inspections - of ships for the purpose of classification and may also carry out statutory ship - surveys on statutory items on behalf of the flag state. He/She has two roles - - one as a representative of the classification society; and the other as an inspector - on behalf of the country with which the ship is registered (the flag state), and - upon inspection makes recommendations to the relevant classification society and/or - the flag state. He is expected to execute his duties with fidelity and maintain - impartiality when dealing with all parties and be physically fit to work in confined - spaces and from height while adhering to a tight schedule. + - Client Relationship Manager responsible for fostering strong connections with + clients, addressing inquiries and concerns swiftly, and ensuring high levels of + client satisfaction while maintaining professionalism and adhering to company + policies. + - Multimedia design assistant roles focusing on creating engaging digital content + through images, videos, animations, and audio/visual effects while staying updated + on current media trends and techniques. + - Junior Risk Analyst tasked with evaluating potential risks in financial portfolios, + conducting detailed assessments, and preparing reports for senior management. + The role requires analytical skills and the ability to communicate findings effectively, + but does not involve direct client interaction or support. +- source_sentence: The Depot Train Controller directs the movement of trains within + the depot, including launching and withdrawing trains in accordance with train + service standards and requirements, and facilitating the stabling of trains in + the depot for service and maintenance works. He/She coordinates with relevant + internal and external stakeholders to execute first-line recovery of trains during + train service disruptions. He is organised, meticulous, and systematic in managing + the movement and stabling of trains, and in coordinating track access, so as to + ensure the highest safety standards for personnel and train movement are upheld + in the depot premises. sentences: - - Manager of Customer Service Operations in the airline industry, responsible for - leading teams to deliver exceptional service according to airline standards, forecasting - customer needs, establishing performance metrics, and driving service improvements - and business development through strategic partnerships. - - The Junior Risk Analyst is responsible for evaluating and assessing potential - risks within the financial sector. This role involves conducting thorough analyses - of financial data, identifying risk factors, and providing recommendations to - mitigate those risks. The analyst will work closely with various departments to - ensure compliance with regulatory standards and internal policies. Strong analytical - skills and attention to detail are essential, along with the ability to communicate - findings effectively to stakeholders. - - job openings for Marine Surveyors conducting ship inspections and statutory surveys - for classification societies and flag states -- source_sentence: The Marketing Manager plans for the execution of marketing strategies - while keeping an eye on customer and market demands and competitors positioning. - He/She ensures a consistent approach in the development and execution of marketing - strategies that are scalable across multiple markets and develops effective marketing - activities that support business and marketing objectives within set budgets. - He presents marketing activities that are anchored in business objectives and - measurable outcomes, based on research and built to drive optimal customer experience. - He needs to ensure timely and measurable key measurement indicators to track effectiveness. - The work involves creative ideation, interpretation of insights as well as team - management to deliver against objectives. He spends most of his time in creative - and business discussions with his team and/or sales team, as well as business - stakeholders. He is a creative thinker, with the ability to use data to inform - all decisions. He should possess the ability to lead, organise, delegate, evaluate - and budget in order to achieve successful outcomes. He ought to be commercially - aware, has sound knowledge of media assets and is proficient at negotiation and - influencing. + - Pilotage services for ships entering and leaving the port, ensuring safety and + compliance with regulations, requiring a Harbour Pilot Licence and strong analytical + skills for effective relationship management. + - Junior Risk Analyst evaluates financial risks and develops strategies to mitigate + them within the healthcare sector. This role includes conducting risk assessments, + preparing reports on potential vulnerabilities, and collaborating with teams to + enforce compliance with industry regulations. The candidate should possess strong + analytical skills and attention to detail. + - Train Operations Coordinator oversees the schedule and movement of trains in the + depot, ensuring timely launching and withdrawal of trains while adhering to service + standards. This role involves coordinating with various stakeholders for effective + recovery during service disruptions and maintaining meticulous organization for + safe train stabling and track access. +- source_sentence: The Import Export Administrative Assistant/ Shipping Assistant + is responsible for providing assistance and to liaise with customers or destination/ + origin logistics operators and customs to plan and track shipments and ensure + goods are cleared through customs. He/She is also responsible for providing assistance + accurately in preparing the necessary export/import documentations and supporting + in the processing of logistics insurance. Systematic and logical, he/she is required + to record documentation with high accuracy and precision and is responsible to + ensure goods clear customs. He/She is also expected to work with internal and + external stakeholders to accomplish his work. sentences: - - Marketing Director responsible for strategizing and implementing marketing initiatives - while analyzing customer needs and market trends. This role involves overseeing - the execution of scalable marketing strategies across various markets and creating - impactful marketing campaigns that align with business goals and budget constraints. - The individual will present marketing efforts that are rooted in business objectives - and measurable results, utilizing research to enhance customer experiences. Timely - evaluation of key performance indicators to assess effectiveness is essential. - The position requires innovative thinking, insight analysis, and team leadership - to meet objectives, with a focus on collaboration with sales teams and stakeholders. - The ideal candidate is a creative strategist who leverages data for decision-making, - with strong leadership, organizational, and budget management skills. A solid - understanding of media resources and proficiency in negotiation and persuasion - is also necessary. - - Job openings for Heads of Technical Departments overseeing specialized teams for - the installation, operation, and maintenance of equipment in events and productions, - focusing on health and safety compliance and effective team management. - - Junior Financial Analyst tasked with supporting the financial planning process - while monitoring client needs and market fluctuations. This role focuses on assisting - in the execution of financial strategies that are adaptable across various sectors - and developing comprehensive financial reports that align with company objectives - and budgetary limits. The analyst will compile financial data that is aligned - with corporate goals and quantifiable outcomes, based on analysis and designed - to enhance client satisfaction. It is crucial to provide timely and quantifiable - key performance indicators to measure success. The position involves analytical - thinking, data interpretation, and collaborative efforts with finance teams and - management. The ideal candidate is a detail-oriented analyst who uses financial - data to guide decisions, with the ability to assist in organizing, prioritizing, - and evaluating financial outcomes. A basic understanding of financial assets and - negotiation skills is also required. -- source_sentence: The Customer Services Agent provides assistance to customers at - check-in counters. He/She ensures that passengers details match the information - on travel documents and handles customer issues regarding flight operations and - automated check-in systems. To maintain a safe working environment, he complies - with all safety and/or security standards and reports safety and/or security breaches - to officers and supervisors. The Customer Services Agent demonstrates professional - behaviour when responding to passenger complaints and acts as a service ambassador - for the organisation. He works in shifts to accommodate round-the-clock flight - arrivals and departures. He is physically strong to assist passengers with lifting - of their baggage. Furthermore, he is service-oriented, possesses good communication - skills as well as handles passengers with special needs in an appropriate manner. + - Job opening for an Import Export Coordinator to manage customer relations and + collaborate with logistics operators and customs for efficient shipment planning + and tracking. Responsibilities include preparing export/import documentation accurately + and assisting with logistics insurance processing. Attention to detail and systematic + record-keeping are essential to ensure smooth customs clearance and effective + communication with stakeholders. + - E-commerce business development manager focused on enhancing customer experience, + managing order fulfilment, and driving growth through data-driven insights and + partner relationships in a fast-paced digital environment. + - Seeking a Junior Risk Management Analyst to support the identification and assessment + of potential risks within the financial services sector. This role involves analyzing + risk data, preparing reports, and assisting in the development of risk mitigation + strategies. The candidate must possess strong analytical skills and attention + to detail, ensuring accurate documentation and compliance with regulatory standards. + Collaboration with cross-functional teams is essential for effective risk communication + and management. +- source_sentence: The Principal Psychologist Educator develops and delivers educational + programmes in psychology and works in collaboration with professionals from direct + practice and external organisations across sectors to develop training curricula, + programmes and delivery methods for effective training delivery. He/She also facilitates + the improvement and development of new educational services and supports capability + development within the department and at an organisational level. He supervises + and mentors junior staff in the delivery of educational programmes in psychology. + He also works with professionals from direct practice and research to conceptualise + and conduct education-related research. An experienced professional who possesses + strong facilitation and communication skills, the Principal Psychologist Educator + is collaborative in his approach and works in varied settings such as ministries, + public and private institutions, hospitals, healthcare and voluntary welfare organisations. sentences: - - Job opening for a Risk Management Specialist responsible for creating and executing - risk management frameworks. The role involves collaborating with internal teams - to define risk criteria, developing reporting systems, and recommending controls - for effective risk mitigation. The specialist will conduct risk assessments, evaluate - team reports, and create risk profiles to analyze risks' severity. Additionally, - the position requires working with regional teams to refine risk criteria and - profiles, staying informed on industry trends, and anticipating future risks. - Strong analytical and communication skills are essential for managing diverse - stakeholders effectively. - - Customer Service Representative assisting travelers at airport check-in, matching - passenger details with travel documents, resolving flight-related customer inquiries, - ensuring safety compliance, and providing professional support to passengers, - including those with special requirements, while working flexible shifts. - - Junior Financial Analyst responsible for conducting budget analysis and forecasting - within the healthcare sector. The role includes preparing financial reports, assisting - in cost management, and collaborating with team members to ensure compliance with - healthcare regulations. Candidates should have strong analytical skills, attention - to detail, and the ability to communicate complex financial information clearly - to stakeholders. + - Food Scientist specializing in the development of innovative and nutritious food + products, leveraging food science principles to explore alternative ingredients + and processing techniques while focusing on market trends and consumer needs. + Responsible for managing labs and pilot plants to enhance production scalability + and ensure compliance with safety standards. + - Educational Programme Developer in Psychology responsible for designing and implementing + psychology training initiatives, collaborating with various professionals to create + effective curricula and delivery methods, while enhancing educational services + and supporting skill development across the organization. This role involves mentoring + junior educators and conducting research related to educational practices in psychology + within diverse settings including healthcare, public sectors, and educational + institutions. + - Junior Financial Analyst focused on preparing and analyzing financial reports, + working closely with various departments to ensure accurate data collection and + reporting methods. This role involves supporting the development of financial + strategies and assisting in the implementation of budgeting processes while collaborating + with team members to improve overall financial performance. The Junior Financial + Analyst also engages in research related to financial trends and market analysis + within corporate sectors and non-profit organizations. pipeline_tag: sentence-similarity library_name: sentence-transformers --- -# SentenceTransformer based on nomic-ai/modernbert-embed-base +# SentenceTransformer based on Qwen/Qwen3-Embedding-0.6B -This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [nomic-ai/modernbert-embed-base](https://huggingface.co/nomic-ai/modernbert-embed-base). It maps sentences & paragraphs to a 768-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more. +This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [Qwen/Qwen3-Embedding-0.6B](https://huggingface.co/Qwen/Qwen3-Embedding-0.6B). It maps sentences & paragraphs to a 1024-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more. ## Model Details ### Model Description - **Model Type:** Sentence Transformer -- **Base model:** [nomic-ai/modernbert-embed-base](https://huggingface.co/nomic-ai/modernbert-embed-base) -- **Maximum Sequence Length:** 8192 tokens -- **Output Dimensionality:** 768 dimensions +- **Base model:** [Qwen/Qwen3-Embedding-0.6B](https://huggingface.co/Qwen/Qwen3-Embedding-0.6B) +- **Maximum Sequence Length:** 32768 tokens +- **Output Dimensionality:** 1024 dimensions - **Similarity Function:** Cosine Similarity @@ -192,8 +164,8 @@ This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [n ``` SentenceTransformer( - (0): Transformer({'max_seq_length': 8192, 'do_lower_case': False, 'architecture': 'ModernBertModel'}) - (1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True}) + (0): Transformer({'max_seq_length': 32768, 'do_lower_case': False, 'architecture': 'Qwen3Model'}) + (1): Pooling({'word_embedding_dimension': 1024, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': False, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': True, 'include_prompt': True}) (2): Normalize() ) ``` @@ -215,21 +187,23 @@ from sentence_transformers import SentenceTransformer # Download from the 🤗 Hub model = SentenceTransformer("dnth/ssf-retriever-modernbert-embed-base") # Run inference -sentences = [ - 'The Customer Services Agent provides assistance to customers at check-in counters. He/She ensures that passengers details match the information on travel documents and handles customer issues regarding flight operations and automated check-in systems. To maintain a safe working environment, he complies with all safety and/or security standards and reports safety and/or security breaches to officers and supervisors. The Customer Services Agent demonstrates professional behaviour when responding to passenger complaints and acts as a service ambassador for the organisation. He works in shifts to accommodate round-the-clock flight arrivals and departures. He is physically strong to assist passengers with lifting of their baggage. Furthermore, he is service-oriented, possesses good communication skills as well as handles passengers with special needs in an appropriate manner.', - 'Customer Service Representative assisting travelers at airport check-in, matching passenger details with travel documents, resolving flight-related customer inquiries, ensuring safety compliance, and providing professional support to passengers, including those with special requirements, while working flexible shifts.', - 'Junior Financial Analyst responsible for conducting budget analysis and forecasting within the healthcare sector. The role includes preparing financial reports, assisting in cost management, and collaborating with team members to ensure compliance with healthcare regulations. Candidates should have strong analytical skills, attention to detail, and the ability to communicate complex financial information clearly to stakeholders.', +queries = [ + "The Principal Psychologist Educator develops and delivers educational programmes in psychology and works in collaboration with professionals from direct practice and external organisations across sectors to develop training curricula, programmes and delivery methods for effective training delivery. He/She also facilitates the improvement and development of new educational services and supports capability development within the department and at an organisational level. He supervises and mentors junior staff in the delivery of educational programmes in psychology. He also works with professionals from direct practice and research to conceptualise and conduct education-related research. An experienced professional who possesses strong facilitation and communication skills, the Principal Psychologist Educator is collaborative in his approach and works in varied settings such as ministries, public and private institutions, hospitals, healthcare and voluntary welfare organisations.", ] -embeddings = model.encode(sentences) -print(embeddings.shape) -# [3, 768] +documents = [ + 'Educational Programme Developer in Psychology responsible for designing and implementing psychology training initiatives, collaborating with various professionals to create effective curricula and delivery methods, while enhancing educational services and supporting skill development across the organization. This role involves mentoring junior educators and conducting research related to educational practices in psychology within diverse settings including healthcare, public sectors, and educational institutions.', + 'Junior Financial Analyst focused on preparing and analyzing financial reports, working closely with various departments to ensure accurate data collection and reporting methods. This role involves supporting the development of financial strategies and assisting in the implementation of budgeting processes while collaborating with team members to improve overall financial performance. The Junior Financial Analyst also engages in research related to financial trends and market analysis within corporate sectors and non-profit organizations.', + 'Food Scientist specializing in the development of innovative and nutritious food products, leveraging food science principles to explore alternative ingredients and processing techniques while focusing on market trends and consumer needs. Responsible for managing labs and pilot plants to enhance production scalability and ensure compliance with safety standards.', +] +query_embeddings = model.encode_query(queries) +document_embeddings = model.encode_document(documents) +print(query_embeddings.shape, document_embeddings.shape) +# [1, 1024] [3, 1024] # Get the similarity scores for the embeddings -similarities = model.similarity(embeddings, embeddings) +similarities = model.similarity(query_embeddings, document_embeddings) print(similarities) -# tensor([[ 1.0000, 0.7955, -0.0098], -# [ 0.7955, 1.0000, 0.0603], -# [-0.0098, 0.0603, 1.0000]]) +# tensor([[0.7510, 0.0014, 0.0243]]) ```