Model: akashmaggon/bge-base-financial-matryoshkafinetuning-tcz-webiste
Author: akashmaggon
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:408, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss, en, arxiv:1908.10084, arxiv:2205.13147, arxiv:1705.00652, base_model:BAAI/bge-base-en-v1.5, base_model:finetune:BAAI/bge-base-en-v1.5, license:apache-2.0, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: BAAI/bge-base-en-v1.5
Card metadata: language: en
license: apache-2.0
tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:408, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
base_model: BAAI/bge-base-en-v1.5
widget: source_sentence: What kinds of partnerships have you built?
sentences: TechChefz Digital has established its presence in two countries, showcasing its global reach and influence. The company’s headquarters is strategically located in Noida, India, serving as the central hub for its operations and leadership. In addition to the headquarters, TechChefz Digital has expanded its footprint with offices in Delaware, United States, allowing the company to cater to the North American market with ease and efficiency., Accelerating Momentum: A year of strategic partnerships & Transformative Projects. In 2018, TechChefz continued to build on its strong foundation, expanding its global footprint and forging strategic partnerships. Our collaboration with digital agencies and system integrators propelled us into enterprise accounts, focusing on digital experience development. This year marked significant collaborations with leading automotive brands and financial institutions, enhancing our portfolio and establishing TechChefz as a trusted partner in the industry. , Microservices Transformation Process
Requirements Analysis
We begin by understanding the client&#39;s needs and objectives for the website. Identify key features, functionality, and any specific design preferences.

Planning
Then create a detailed project plan outlining the scope, timeline, and milestones. Define the technology stack and development tools suitable for the project.

User Experience Design
Then comes the stage of Developing wireframes or prototypes to visualize the website's structure and layout. We create a custom design that aligns with the brand identity and user experience goals.

Development
After getting Sign-off on Design from Client, we break the requirements into Sprints on Agile Methodology, and start developing them.

Testing
After each sprint we conduct thorough testing of the website to identify and fix any bugs or issues. Perform usability testing to ensure a positive user experience.
Deployment
After testing we deploy the website sprint by sprint, to a hosting environment, ensuring proper configuration for security and performance. Our expert DevOps team sets up any necessary domain and server configurations and ensure smooth running of website., source_sentence: How can you help us grow our partnerships?
sentences: Partner Experience (PX)
 From optimized collaboration tools to data-driven insights, our solutions are designed to drive efficiency, transparency, and growth in partner relationships. With a keen understanding of complexities of partner ecosystems, we help enterprise brands unlock new opportunities, strengthen alliances, and achieve shared success in today’s dynamic business environment., Our Mission
To decode data, and code new intelligence into products and automation, engineer, develop and deploy systems and applications that redefine experiences and realign business growth., Check out our latest news, announcements, and featured insights.

Explore our latest insights and stay informed with our thought-provoking content. Dive in now for valuable perspectives.
Our Featured Insights

How UX and UI Work Together in Web Design

Navigating the Post-Cookie Era: Strategies for Effective Targeting and Personalization

Data-Driven Decision Making in Digital Advertising: Leveraging Analytics for Success

SEO Unleashed: Navigating the Digital Landscape with Advanced Search Engine Optimization Tools

Is manual testing replaced by automation Testing?, source_sentence: What kind of apps do you develop?
sentences: SERVICES WE PROVIDE
Product Builds
Help you ideate, strategize, and engineer your product with help of our enterprise frameworks
Infrastructure
Specialize in multi-cloud infrastructure helping you put forward the right cloud infrastructure and optimization strategy.

Managed Services
Operate and monitor your business-critical applications, data, and IT workloads, along with Application maintenance and operations.
Team Augmentation
Help you scale up and augment your existing team to solve your hiring challenges with our easy to deploy staff augmentation offerings., Inception: Pioneering the Digital Frontier In our foundational year, TechChefz embarked on a journey of digital transformation, laying the groundwork for our future endeavors. We began working on Cab Accelerator Apps akin to Uber and Ola, deploying them across Europe, Africa, and Australia, marking our initial foray into global markets. Alongside, we successfully delivered technology trainings across USA & India., Career Opportunities
We help Technology and Marketing Leaders succeed in their role, with our proven Digital Experience, Custom Development and Cloud transformation solutions. We have been helping traditional businesses transform and create dynamic, digital cultures through disruptive strategies and agile deployment of innovative solutions.

2x Growth Y/Y

30+ Technology Capabilities

300+ Global Team Strength

30+ Active Clients, source_sentence: What types of content can an Enterprise CMS manage?
sentences: Discover the right CMS for your Business Requirements
Headless CMS
They separate the backend content repository from the frontend presentation layer, allowing content to be delivered to any device or platform via APIs offering flexibility and scalability.


Enterprise CMS
ECMSs are more comprehensive systems designed to manage all types of content within an organization, including documents, images, videos, and other digital assets., Optimize & automate your operations
The push for digital transformation has led many companies to embrace cloud solutions. However, the migration and integration of legacy systems into the cloud often present challenges., COMMERCE PLATFORMS
Discover the strength of our partnership.
Adobe Commerce Cloud
A comprehensive e-commerce platform that allows businesses to create, manage, and optimize their online stores. Formerly known as Magento Commerce, Adobe Commerce Cloud provides a range of features and capabilities to help businesses create engaging online shopping experiences, manage their products and catalogs, process orders, and drive online sales.
Magento
An open-source e-commerce platform that allows businesses to create online stores and manage their digital operations. It was first released in 2008 and has since become one of the most popular e-commerce platforms in the world.
Shopify
Salesforce Commerce Cloud (SFCC), source_sentence: How can your services help my company's workers feel better at work?
sentences: How do I figure out how much your services will cost?
Determining the cost of our services is best achieved through a 15-30 minute discovery call, where we can understand your unique requirements. Following that, we will provide a transparent and detailed price within 24-48 hours tailored specifically to you, 
Employee Experience (EX)
We are committed to revolutionizing the employee experience for an enterprise brand or an evolving business through our tailored digital solutions.
 Creating dynamic & intuitive platforms that empower employees, enhance productivity, and foster a positive work environment
 Leveraging the latest technologies to transform the way a brands engage with their workforce, Our MarTech capabilities

Analytics
Analytics provide insights into customer behavior, campaign performance, and overall marketing effectiveness. By analyzing data, marketers can make informed decisions and optimize strategies for better results.

Customer 360-degree View
360 degree view of the customer integrates data from various touchpoints and channels to create a comprehensive profile. This helps marketers understand customers better.

Real-time Segmentation
This allows marketers to divide their audience into groups based on specific criteria. This enables personalized targeting and messaging, leading to higher engagement and conversions.
pipeline_tag: sentence-similarity
library_name: sentence-transformers
metrics: cosine_accuracy@1, cosine_accuracy@3, cosine_accuracy@5, cosine_accuracy@10, cosine_precision@1, cosine_precision@3, cosine_precision@5, cosine_precision@10, cosine_recall@1, cosine_recall@3, cosine_recall@5, cosine_recall@10, cosine_ndcg@10, cosine_mrr@10, cosine_map@100
model-index: name: BGE base Financial Matryoshka
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 768
type: dim_768
metrics: type: cosine_accuracy@1
value: 0.00980392156862745
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.06862745098039216
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.4117647058823529
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.5392156862745098
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.00980392156862745
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.02287581699346405
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.08235294117647057
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.05392156862745096
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.00980392156862745
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.06862745098039216
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.4117647058823529
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.5392156862745098
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.2168475328522258
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.11956504824151877
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.13310009311144466
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 512
type: dim_512
metrics: type: cosine_accuracy@1
value: 0
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.09803921568627451
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.4215686274509804
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.5
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.0326797385620915
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.08431372549019606
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.04999999999999998
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.09803921568627451
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.4215686274509804
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.5
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.2064871760192189
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.11587690631808277
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.1300339495420755
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 256
type: dim_256
metrics: type: cosine_accuracy@1
value: 0.00980392156862745
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.0784313725490196
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.43137254901960786
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.5196078431372549
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.00980392156862745
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.0261437908496732
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.08627450980392154
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.05196078431372548
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.00980392156862745
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.0784313725490196
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.43137254901960786
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.5196078431372549
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.21536756324649986
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.1222494553376906
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.1338810033156541
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 128
type: dim_128
metrics: type: cosine_accuracy@1
value: 0.00980392156862745
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.029411764705882353
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.3627450980392157
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.5196078431372549
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.00980392156862745
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.00980392156862745
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.07254901960784314
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.05196078431372548
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.00980392156862745
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.029411764705882353
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.3627450980392157
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.5196078431372549
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.20400841250437815
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.10977279800809209
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.11979963733631876
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 64
type: dim_64
metrics: type: cosine_accuracy@1
value: 0
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.0196078431372549
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.30392156862745096
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.4117647058823529
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.0065359477124183
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.060784313725490195
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.04117647058823529
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.0196078431372549
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.30392156862745096
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.4117647058823529
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.16222632731102943
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.0868308434484905
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.09855704024939387
name: Cosine Map@100
verified: no
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Created: 2025-01-22 00:25:41