Instructions to use TechWolf/JobBERT-v3 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use TechWolf/JobBERT-v3 with sentence-transformers:

from sentence_transformers import SentenceTransformer

model = SentenceTransformer("TechWolf/JobBERT-v3")

sentences = [
    "系统管理员技术员——TS/SCI级别并拥有多项式验证",
    "support development of annual budget, create a financial report, report analysis results, Microsoft Access, accounting, use presentation software, interpret financial statements, synthesise financial information, develop vaccines, handle financial overviews of the store, produce statistical financial records, develop financial statistics reports, explain accounting records, financial analysis, SAP R3, represent the company, examine budgets, prepare presentation material, use spreadsheets software, forecast account metrics, meet deadlines, prepare financial projections, manage budgets, exercise self-control, financial statements",
    "ensure cross-department cooperation, establish customer rapport, improve business processes, manage technical security systems, handle incidents, maintain ICT system, explain characteristics of computer peripheral equipment, gather technical information, collaborate in company's daily operations , apply change management, maintain technical equipment, communicate with customers, solve technical problems, perform ICT troubleshooting, use ICT equipment in maintenance activities, manage major incidents, build business relationships, computer engineering, perform software recovery testing, identify process improvements, maintain relationship with customers, carry out project activities, collaborate in the development of marketing strategies, computer technology, technical terminology",
    "utilise machine learning, cloud technologies, develop predictive models, assess sportive performance, formulate findings , principles of artificial intelligence, perform business research, communicate with stakeholders, computer engineering, build predictive models, computer science, develop automated software tests, analyse business objectives, Agile development, cloud monitoring and reporting, provide written content, obtain relevant licenses, design prototypes, machine learning, e-learning software infrastructure, analyse education system, disseminate results to the scientific community, learning technologies, ML (computer programming), task algorithmisation"
]
embeddings = model.encode(sentences)

similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4]

Inference
Notebooks
Google Colab
Kaggle

jensjorisdecorte commited on Jul 30, 2025

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@@ -299,8 +299,6 @@ You can finetune this model on your own dataset.
 ### Training Dataset
-#### Unnamed Dataset
 * Size: 21,123,868 training samples
 * Columns: <code>anchor</code> and <code>positive</code>
 * Approximate statistics based on the first 1000 samples:
@@ -310,10 +308,10 @@ You can finetune this model on your own dataset.
   | details | <ul><li>min: 4 tokens</li><li>mean: 10.56 tokens</li><li>max: 38 tokens</li></ul> | <ul><li>min: 19 tokens</li><li>mean: 61.08 tokens</li><li>max: 64 tokens</li></ul> |
 * Samples:
   | anchor                                         | positive                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    |
-  |:-----------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|\
-  | <code>通信与培训专员</code>                           | <code>deliver online training, liaise with educational support staff, interact with an audience, construct individual learning plans, lead a team, develop corporate training programmes, learning technologies, communication, identify with the company's goals, address an audience, learning management systems, use presentation software, motivate others, provide learning support, engage with stakeholders, identify skills gaps, meet expectations of target audience, develop training programmes</code>                                                                                                                                         |\
-  | <code>Associate Infrastructure Engineer</code> | <code>create solutions to problems, design user interface, cloud technologies, use databases, automate cloud tasks, keep up-to-date to computer trends, work in teams, use object-oriented programming, keep updated on innovations in various business fields, design principles, Angular, adapt to changing situations, JavaScript, Agile development, manage stable, Swift (computer programming), keep up-to-date to design industry trends, monitor technology trends, web programming, provide mentorship, advise on efficiency improvements, adapt to change, JavaScript Framework, database management systems, stimulate creative processes</code> |\
-  | <code>客户顾问/出纳</code>                           | <code>customer service, handle financial transactions, adapt to changing situations, have computer literacy, manage cash desk, attend to detail, provide customer guidance on product selection, perform multiple tasks at the same time, carry out financial transactions, provide membership service, manage accounts, adapt to change, identify customer's needs, solve problems</code>                                                                                                                                                                                                                                                                  |\
 * Loss: [<code>CachedMultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#cachedmultiplenegativesrankingloss) with these parameters:
   ```json
   {

 ### Training Dataset
 * Size: 21,123,868 training samples
 * Columns: <code>anchor</code> and <code>positive</code>
 * Approximate statistics based on the first 1000 samples:
   | details | <ul><li>min: 4 tokens</li><li>mean: 10.56 tokens</li><li>max: 38 tokens</li></ul> | <ul><li>min: 19 tokens</li><li>mean: 61.08 tokens</li><li>max: 64 tokens</li></ul> |
 * Samples:
   | anchor                                         | positive                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    |
+  |:-----------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+  | <code>通信与培训专员</code>                           | <code>deliver online training, liaise with educational support staff, interact with an audience, construct individual learning plans, lead a team, develop corporate training programmes, learning technologies, communication, identify with the company's goals, address an audience, learning management systems, use presentation software, motivate others, provide learning support, engage with stakeholders, identify skills gaps, meet expectations of target audience, develop training programmes</code>                                                                                                                                         |
+  | <code>Associate Infrastructure Engineer</code> | <code>create solutions to problems, design user interface, cloud technologies, use databases, automate cloud tasks, keep up-to-date to computer trends, work in teams, use object-oriented programming, keep updated on innovations in various business fields, design principles, Angular, adapt to changing situations, JavaScript, Agile development, manage stable, Swift (computer programming), keep up-to-date to design industry trends, monitor technology trends, web programming, provide mentorship, advise on efficiency improvements, adapt to change, JavaScript Framework, database management systems, stimulate creative processes</code> |
+  | <code>客户顾问/出纳</code>                           | <code>customer service, handle financial transactions, adapt to changing situations, have computer literacy, manage cash desk, attend to detail, provide customer guidance on product selection, perform multiple tasks at the same time, carry out financial transactions, provide membership service, manage accounts, adapt to change, identify customer's needs, solve problems</code>                                                                                                                                                                                                                                                                  |
 * Loss: [<code>CachedMultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#cachedmultiplenegativesrankingloss) with these parameters:
   ```json
   {