Add new CrossEncoder model

README.md

@@ -51,11 +51,11 @@ from sentence_transformers import CrossEncoder
 model = CrossEncoder("dnth/ssf-reranker-modernbert-embed-base-v0")
 # Get scores for pairs of texts
 pairs = [
-    ['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.', 'The Audit Associate/Audit Assistant Associate performs designated audit procedures under guidance, gradually understanding the rationale behind assigned tasks within the audit framework. This role involves adapting techniques to enhance task execution or address straightforward challenges. Working within a well-defined environment, the Audit Associate collaborates effectively with colleagues, recognizes ethical considerations in line with professional standards, and applies established methods to routine problems. The individual is accountable for continuous personal development and maintaining high standards of accuracy and integrity.'],
-    ['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.', 'The Tax Associate manages tax compliance and prepares tax returns within the financial services sector. This role requires expertise in tax regulations, client advisory skills, and the ability to handle complex tax issues independently. The Tax Associate operates in a dynamic environment, maintaining up-to-date knowledge of tax laws to optimize client outcomes, and ensures strict adherence to tax codes and professional ethics while collaborating with internal teams and external tax authorities.'],
-    ['The Audit Senior Manager/Audit Manager manages a portfolio of engagements to deliver high quality audit services. He/she also provides leadership on audit engagements which includes client acceptance process, engagement planning, execution and finalisation of an audit engagement. He is fully accountable for the audit engagement and ensures that the engagement progress against budget and timeline is closely monitored. He also serves to develop and maintain long-term client relationships and value-add to the audit firm by identifying new business development opportunities. The Audit Senior Manager/Audit Manager reviews and provides key technical expertise to ensure the quality of audit work performed is in compliance with professional standards and requirements. He contributes towards continuous improvement in audit methodology and process. He will also assume a greater role in professional development activities such as training, staff recruitment and resource planning.', 'The Audit Manager is responsible for overseeing multiple audit engagements, ensuring the delivery of superior audit services. This role involves leading the entire audit process, from client onboarding and engagement planning to execution and final reporting. The Audit Manager holds full responsibility for managing the audit engagement, tracking budgets and timelines, and maintaining strong client relationships. Additionally, the role includes providing critical technical guidance to uphold audit quality and compliance with regulatory standards, fostering improvements in audit procedures, and contributing to professional development efforts such as training, hiring, and resource allocation.'],
-    ['The Audit Senior Manager/Audit Manager manages a portfolio of engagements to deliver high quality audit services. He/she also provides leadership on audit engagements which includes client acceptance process, engagement planning, execution and finalisation of an audit engagement. He is fully accountable for the audit engagement and ensures that the engagement progress against budget and timeline is closely monitored. He also serves to develop and maintain long-term client relationships and value-add to the audit firm by identifying new business development opportunities. The Audit Senior Manager/Audit Manager reviews and provides key technical expertise to ensure the quality of audit work performed is in compliance with professional standards and requirements. He contributes towards continuous improvement in audit methodology and process. He will also assume a greater role in professional development activities such as training, staff recruitment and resource planning.', 'The Tax Manager leads a team focused on delivering tax advisory and compliance services within the financial industry. This role requires expertise in tax regulations, preparing tax returns, and advising clients on tax planning strategies. The Tax Manager is responsible for managing client relationships, ensuring timely submission of tax documents, and identifying opportunities for tax optimization. Unlike audit roles, this position emphasizes tax legislation knowledge, client consultation, and regulatory compliance specific to taxation rather than audit standards.'],
-    ['The Audit Partner/Audit Director is a transformational leader who steers the organisation to achieve its business goals and objectives by formulating technical and strategic directions to drive change. He/She provides strategic vision and leadership to the organisation in order to develop and strengthen organisational capabilities and culture. The Audit Partner/Audit Director is expected to promote new ideas and business solutions that result in extended services to existing clients. He constantly seeks to expand client base and support business development activities. He also establishes consistent and rigorous quality and risk management processes and procedures. The Audit Partner/Audit Director uses a multitude of controls and procedures consisting professional, regulatory, business, economic, social and environmental conditions to manage risk exposure.', 'The Audit Partner/Audit Director serves as a visionary leader guiding the firm toward its strategic aims by shaping both technical and business strategies to foster transformation. This role involves steering organisational growth and cultivating a strong culture by enhancing capabilities and promoting innovation. The Audit Partner/Audit Director actively drives business expansion by introducing innovative service offerings and broadening the client portfolio. Additionally, they implement stringent quality assurance and risk management frameworks, leveraging a comprehensive set of controls influenced by professional standards, regulatory requirements, and various external factors such as economic and environmental considerations.'],
+    ['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.', 'The Audit Assistant is responsible for carrying out designated audit procedures under guidance. They develop an understanding of the core concepts behind their assigned tasks within the audit framework. The Audit Assistant can adapt their skills to enhance task execution or address straightforward challenges. Working in a well-organized setting, they collaborate effectively with colleagues, recognize ethical considerations according to professional standards, and choose appropriate solutions for routine issues. They are committed to continuous learning and maintaining high standards of accuracy and integrity.'],
+    ['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.', 'The Marketing Coordinator plans and executes promotional campaigns to increase brand awareness. They collaborate with creative teams to design advertisements and manage social media content. The role involves analyzing market trends, coordinating events, and engaging with customers to enhance product visibility. The Marketing Coordinator thrives in a dynamic environment, demonstrates strong communication skills, and focuses on driving sales growth through innovative strategies.'],
+    ['The Audit Senior Manager/Audit Manager manages a portfolio of engagements to deliver high quality audit services. He/she also provides leadership on audit engagements which includes client acceptance process, engagement planning, execution and finalisation of an audit engagement. He is fully accountable for the audit engagement and ensures that the engagement progress against budget and timeline is closely monitored. He also serves to develop and maintain long-term client relationships and value-add to the audit firm by identifying new business development opportunities. The Audit Senior Manager/Audit Manager reviews and provides key technical expertise to ensure the quality of audit work performed is in compliance with professional standards and requirements. He contributes towards continuous improvement in audit methodology and process. He will also assume a greater role in professional development activities such as training, staff recruitment and resource planning.', 'The Audit Senior Manager/Audit Manager oversees multiple audit engagements to ensure the delivery of high-quality audit services. He/she leads the entire audit process, including client acceptance, engagement planning, execution, and completion. The manager is fully responsible for the engagement, monitoring progress against budget and timelines closely. He/she also fosters long-term client relationships and identifies opportunities for business growth. Additionally, the Audit Senior Manager/Audit Manager reviews audit work for compliance with professional standards and contributes to enhancing audit methodologies and processes. The role also includes involvement in staff development, recruitment, and resource allocation.'],
+    ['The Audit Senior Manager/Audit Manager manages a portfolio of engagements to deliver high quality audit services. He/she also provides leadership on audit engagements which includes client acceptance process, engagement planning, execution and finalisation of an audit engagement. He is fully accountable for the audit engagement and ensures that the engagement progress against budget and timeline is closely monitored. He also serves to develop and maintain long-term client relationships and value-add to the audit firm by identifying new business development opportunities. The Audit Senior Manager/Audit Manager reviews and provides key technical expertise to ensure the quality of audit work performed is in compliance with professional standards and requirements. He contributes towards continuous improvement in audit methodology and process. He will also assume a greater role in professional development activities such as training, staff recruitment and resource planning.', 'The Marketing Specialist develops and implements advertising campaigns to promote products and services. He/she conducts market research to identify customer needs and preferences, coordinates with creative teams to produce promotional materials, and manages social media channels to increase brand awareness. The specialist also analyzes campaign performance data to optimize marketing strategies and collaborates with sales teams to boost product sales. Additionally, the role involves organizing events and managing budgets for marketing activities.'],
+    ['The Audit Partner/Audit Director is a transformational leader who steers the organisation to achieve its business goals and objectives by formulating technical and strategic directions to drive change. He/She provides strategic vision and leadership to the organisation in order to develop and strengthen organisational capabilities and culture. The Audit Partner/Audit Director is expected to promote new ideas and business solutions that result in extended services to existing clients. He constantly seeks to expand client base and support business development activities. He also establishes consistent and rigorous quality and risk management processes and procedures. The Audit Partner/Audit Director uses a multitude of controls and procedures consisting professional, regulatory, business, economic, social and environmental conditions to manage risk exposure.', 'The Audit Partner/Audit Director plays a key leadership role in guiding the organisation towards achieving its strategic objectives by setting clear technical and business directions. This leader fosters a culture of innovation and excellence, driving continuous improvement in organisational capabilities. They actively promote new business initiatives and service offerings to existing clients while expanding the client portfolio through effective business development efforts. Additionally, the Audit Partner/Audit Director implements robust quality assurance and risk management frameworks to ensure compliance with professional, regulatory, and environmental standards, thereby mitigating potential risks.'],
 ]
 scores = model.predict(pairs)
 print(scores.shape)
@@ -65,11 +65,11 @@ print(scores.shape)
 ranks = model.rank(
     '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.',
     [
-        'The Audit Associate/Audit Assistant Associate performs designated audit procedures under guidance, gradually understanding the rationale behind assigned tasks within the audit framework. This role involves adapting techniques to enhance task execution or address straightforward challenges. Working within a well-defined environment, the Audit Associate collaborates effectively with colleagues, recognizes ethical considerations in line with professional standards, and applies established methods to routine problems. The individual is accountable for continuous personal development and maintaining high standards of accuracy and integrity.',
-        'The Tax Associate manages tax compliance and prepares tax returns within the financial services sector. This role requires expertise in tax regulations, client advisory skills, and the ability to handle complex tax issues independently. The Tax Associate operates in a dynamic environment, maintaining up-to-date knowledge of tax laws to optimize client outcomes, and ensures strict adherence to tax codes and professional ethics while collaborating with internal teams and external tax authorities.',
-        'The Audit Manager is responsible for overseeing multiple audit engagements, ensuring the delivery of superior audit services. This role involves leading the entire audit process, from client onboarding and engagement planning to execution and final reporting. The Audit Manager holds full responsibility for managing the audit engagement, tracking budgets and timelines, and maintaining strong client relationships. Additionally, the role includes providing critical technical guidance to uphold audit quality and compliance with regulatory standards, fostering improvements in audit procedures, and contributing to professional development efforts such as training, hiring, and resource allocation.',
-        'The Tax Manager leads a team focused on delivering tax advisory and compliance services within the financial industry. This role requires expertise in tax regulations, preparing tax returns, and advising clients on tax planning strategies. The Tax Manager is responsible for managing client relationships, ensuring timely submission of tax documents, and identifying opportunities for tax optimization. Unlike audit roles, this position emphasizes tax legislation knowledge, client consultation, and regulatory compliance specific to taxation rather than audit standards.',
-        'The Audit Partner/Audit Director serves as a visionary leader guiding the firm toward its strategic aims by shaping both technical and business strategies to foster transformation. This role involves steering organisational growth and cultivating a strong culture by enhancing capabilities and promoting innovation. The Audit Partner/Audit Director actively drives business expansion by introducing innovative service offerings and broadening the client portfolio. Additionally, they implement stringent quality assurance and risk management frameworks, leveraging a comprehensive set of controls influenced by professional standards, regulatory requirements, and various external factors such as economic and environmental considerations.',
+        'The Audit Assistant is responsible for carrying out designated audit procedures under guidance. They develop an understanding of the core concepts behind their assigned tasks within the audit framework. The Audit Assistant can adapt their skills to enhance task execution or address straightforward challenges. Working in a well-organized setting, they collaborate effectively with colleagues, recognize ethical considerations according to professional standards, and choose appropriate solutions for routine issues. They are committed to continuous learning and maintaining high standards of accuracy and integrity.',
+        'The Marketing Coordinator plans and executes promotional campaigns to increase brand awareness. They collaborate with creative teams to design advertisements and manage social media content. The role involves analyzing market trends, coordinating events, and engaging with customers to enhance product visibility. The Marketing Coordinator thrives in a dynamic environment, demonstrates strong communication skills, and focuses on driving sales growth through innovative strategies.',
+        'The Audit Senior Manager/Audit Manager oversees multiple audit engagements to ensure the delivery of high-quality audit services. He/she leads the entire audit process, including client acceptance, engagement planning, execution, and completion. The manager is fully responsible for the engagement, monitoring progress against budget and timelines closely. He/she also fosters long-term client relationships and identifies opportunities for business growth. Additionally, the Audit Senior Manager/Audit Manager reviews audit work for compliance with professional standards and contributes to enhancing audit methodologies and processes. The role also includes involvement in staff development, recruitment, and resource allocation.',
+        'The Marketing Specialist develops and implements advertising campaigns to promote products and services. He/she conducts market research to identify customer needs and preferences, coordinates with creative teams to produce promotional materials, and manages social media channels to increase brand awareness. The specialist also analyzes campaign performance data to optimize marketing strategies and collaborates with sales teams to boost product sales. Additionally, the role involves organizing events and managing budgets for marketing activities.',
+        'The Audit Partner/Audit Director plays a key leadership role in guiding the organisation towards achieving its strategic objectives by setting clear technical and business directions. This leader fosters a culture of innovation and excellence, driving continuous improvement in organisational capabilities. They actively promote new business initiatives and service offerings to existing clients while expanding the client portfolio through effective business development efforts. Additionally, the Audit Partner/Audit Director implements robust quality assurance and risk management frameworks to ensure compliance with professional, regulatory, and environmental standards, thereby mitigating potential risks.',
     ]
 )
 # [{'corpus_id': ..., 'score': ...}, {'corpus_id': ..., 'score': ...}, ...]
@@ -123,13 +123,13 @@ You can finetune this model on your own dataset.
   |         | text1                                                                                               | text2                                                                                              | label                                                         |
   |:--------|:----------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------|:--------------------------------------------------------------|
   | type    | string                                                                                              | string                                                                                             | float                                                         |
-  | details | <ul><li>min: 334 characters</li><li>mean: 1059.22 characters</li><li>max: 2396 characters</li></ul> | <ul><li>min: 317 characters</li><li>mean: 820.14 characters</li><li>max: 1789 characters</li></ul> | <ul><li>min: 0.0</li><li>mean: 0.5</li><li>max: 1.0</li></ul> |
+  | details | <ul><li>min: 334 characters</li><li>mean: 1059.22 characters</li><li>max: 2396 characters</li></ul> | <ul><li>min: 183 characters</li><li>mean: 789.05 characters</li><li>max: 1943 characters</li></ul> | <ul><li>min: 0.0</li><li>mean: 0.5</li><li>max: 1.0</li></ul> |
 * Samples:
-  | text1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                | text2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    | label            |
-  |:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-----------------|
-  | <code>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.</code>                                                                                                                                                                                                                             | <code>The Audit Associate/Audit Assistant Associate performs designated audit procedures under guidance, gradually understanding the rationale behind assigned tasks within the audit framework. This role involves adapting techniques to enhance task execution or address straightforward challenges. Working within a well-defined environment, the Audit Associate collaborates effectively with colleagues, recognizes ethical considerations in line with professional standards, and applies established methods to routine problems. The individual is accountable for continuous personal development and maintaining high standards of accuracy and integrity.</code>                                                         | <code>1.0</code> |
-  | <code>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.</code>                                                                                                                                                                                                                             | <code>The Tax Associate manages tax compliance and prepares tax returns within the financial services sector. This role requires expertise in tax regulations, client advisory skills, and the ability to handle complex tax issues independently. The Tax Associate operates in a dynamic environment, maintaining up-to-date knowledge of tax laws to optimize client outcomes, and ensures strict adherence to tax codes and professional ethics while collaborating with internal teams and external tax authorities.</code>                                                                                                                                                                                                         | <code>0.0</code> |
-  | <code>The Audit Senior Manager/Audit Manager manages a portfolio of engagements to deliver high quality audit services. He/she also provides leadership on audit engagements which includes client acceptance process, engagement planning, execution and finalisation of an audit engagement. He is fully accountable for the audit engagement and ensures that the engagement progress against budget and timeline is closely monitored. He also serves to develop and maintain long-term client relationships and value-add to the audit firm by identifying new business development opportunities. The Audit Senior Manager/Audit Manager reviews and provides key technical expertise to ensure the quality of audit work performed is in compliance with professional standards and requirements. He contributes towards continuous improvement in audit methodology and process. He will also assume a greater role in professional development activities such as training, staff recruitment and resource planning.</code> | <code>The Audit Manager is responsible for overseeing multiple audit engagements, ensuring the delivery of superior audit services. This role involves leading the entire audit process, from client onboarding and engagement planning to execution and final reporting. The Audit Manager holds full responsibility for managing the audit engagement, tracking budgets and timelines, and maintaining strong client relationships. Additionally, the role includes providing critical technical guidance to uphold audit quality and compliance with regulatory standards, fostering improvements in audit procedures, and contributing to professional development efforts such as training, hiring, and resource allocation.</code> | <code>1.0</code> |
+  | text1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                | text2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    | label            |
+  |:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-----------------|
+  | <code>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.</code>                                                                                                                                                                                                                             | <code>The Audit Assistant is responsible for carrying out designated audit procedures under guidance. They develop an understanding of the core concepts behind their assigned tasks within the audit framework. The Audit Assistant can adapt their skills to enhance task execution or address straightforward challenges. Working in a well-organized setting, they collaborate effectively with colleagues, recognize ethical considerations according to professional standards, and choose appropriate solutions for routine issues. They are committed to continuous learning and maintaining high standards of accuracy and integrity.</code>                                                                                                                    | <code>1.0</code> |
+  | <code>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.</code>                                                                                                                                                                                                                             | <code>The Marketing Coordinator plans and executes promotional campaigns to increase brand awareness. They collaborate with creative teams to design advertisements and manage social media content. The role involves analyzing market trends, coordinating events, and engaging with customers to enhance product visibility. The Marketing Coordinator thrives in a dynamic environment, demonstrates strong communication skills, and focuses on driving sales growth through innovative strategies.</code>                                                                                                                                                                                                                                                          | <code>0.0</code> |
+  | <code>The Audit Senior Manager/Audit Manager manages a portfolio of engagements to deliver high quality audit services. He/she also provides leadership on audit engagements which includes client acceptance process, engagement planning, execution and finalisation of an audit engagement. He is fully accountable for the audit engagement and ensures that the engagement progress against budget and timeline is closely monitored. He also serves to develop and maintain long-term client relationships and value-add to the audit firm by identifying new business development opportunities. The Audit Senior Manager/Audit Manager reviews and provides key technical expertise to ensure the quality of audit work performed is in compliance with professional standards and requirements. He contributes towards continuous improvement in audit methodology and process. He will also assume a greater role in professional development activities such as training, staff recruitment and resource planning.</code> | <code>The Audit Senior Manager/Audit Manager oversees multiple audit engagements to ensure the delivery of high-quality audit services. He/she leads the entire audit process, including client acceptance, engagement planning, execution, and completion. The manager is fully responsible for the engagement, monitoring progress against budget and timelines closely. He/she also fosters long-term client relationships and identifies opportunities for business growth. Additionally, the Audit Senior Manager/Audit Manager reviews audit work for compliance with professional standards and contributes to enhancing audit methodologies and processes. The role also includes involvement in staff development, recruitment, and resource allocation.</code> | <code>1.0</code> |
 * Loss: [<code>BinaryCrossEntropyLoss</code>](https://sbert.net/docs/package_reference/cross_encoder/losses.html#binarycrossentropyloss) with these parameters:
   ```json
   {

model.safetensors

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:6017a5e5147186482377305b8df1d9ec1eab2cd6d5badad2b0d4a6ccb2974795
+oid sha256:65fd60e621413ff9cd106990784a616f9adbb5359a4901ae6a2b52e8fc1de6ba
 size 598436708