Model: ngiometti/legal-ft-3
Author: ngiometti
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:786, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss, arxiv:1908.10084, arxiv:2205.13147, arxiv:1705.00652, base_model:Snowflake/snowflake-arctic-embed-l, base_model:finetune:Snowflake/snowflake-arctic-embed-l, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: Snowflake/snowflake-arctic-embed-l
Card metadata: tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:786, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
base_model: Snowflake/snowflake-arctic-embed-l
widget: source_sentence: How much money was saved through systems automation and process improvement efforts?
sentences: Member","Thought Leadership","E-commerce","Entrepreneurship","Mobile Devices","Product Management","Start-ups","Strategic Partnerships","Strategy"], - URL":"linkedin.com/company/channel-factory","Description":"â€¢ Helped scale the video advertising startup from 0 to 8-figure revenues and 5 to 40+ employees in 2.5 years.\nâ€¢ Managed the company's day-to-day operations. Saved $100,000+ through systems automation and process improvement efforts.\nâ€¢ Led sales operations for a 7-person ad sales team and managed BD partnerships with one of the three largest online travel agencies, a major online ad management platform, and rep firms in the United Kingdom, India, Brazil, and Australia.\nâ€¢ Spearheaded company recruitment efforts and improved HR budget efficiency to save $350,000+ annually.\nâ€¢ Evaluated, implemented, and managed third party business systems, including Salesforce and, and start building trust and camaraderie at work - vital assets in providing psychological safety, enabling agility and unleashing growth.\n","Company Size":"11-50","Industries":["Administrative Services","Community and Lifestyle","Government and Military","HR and Recruiting","Health","Information Technology","Software"],"Title":"Co-Founder and Servant CEO","Departments":["Senior Leadership"],"Start Date":"2018-01-01","End Date":null,"Location":"Santa Monica, California, United States, United States","Is Current":true,"Job Order":18},{"Company Name":"CNCCEF","Specter - Company ID":"5e3b912d137e998b5ae832aa","Domain":"cnccef.org","LinkedIn -, source_sentence: What skills do you possess that relate to marketing and brand development?
sentences: I have been fortunate to have been a part of the creation and/or growth story for brands including ASYSTEM, Formula Fig, Aritzia, Mr Porter to name a few.
Skills: ["E-commerce","Advertising","Social Media","Strategy","Marketing","Online Advertising","Fashion","Brand Development","Marketing Strategy","Digital Strategy","Media Relations","Retail","Business Development","Digital Marketing","Mobile Devices","Digital Media","Marketing Communications","Strategic Communications","Branding & Identity","Business Strategy","Product Development","Social media","eCommerce","Art Direction","Brand Management","Brand Strategy","Consumer Behavior","Creative Strategy","E-Commerce","Media"], is able to do so in near real time.","Company Size":null,"Industries":null,"Title":"ceo","Departments":["Senior Leadership"],"Start Date":"2005-03-01","End Date":"2007-12-01","Location":null,"Is Current":false,"Job Order":8},{"Company Name":"SnapNames","Specter - Company ID":"5e3bc17800c8f4c966a8bad6","Domain":"snapnames.com","LinkedIn - URL":"linkedin.com/company/snapnames-com","Description":"I served as a strategic advisor to the CEO in the capacity of a Board Director, and briefly as Chairman of the Board, prior to its acquisition by Oversee","Company Size":"11-50","Industries":["Commerce and Shopping","Internet Services"],"Title":"Director Board Of Directors","Departments":["Senior Leadership"],"Start Date":"2002-04-01","End, Technology","Software","Transportation"],"Title":"Co-Founder & CTO","Departments":["Senior Leadership","Engineering"],"Start Date":"2021-08-01","End Date":null,"Location":"Los Altos, California, United States, United States","Is Current":true,"Job Order":6},{"Company Name":"XDLINX Space Labs","Specter - Company ID":"6712477ab8cbb513aaee920e","Domain":"xdlinx.space","LinkedIn - URL":"linkedin.com/company/xdlinx-labs","Description":null,"Company Size":"51-200","Industries":["Hardware","Transportation"],"Title":"Co-Founder","Departments":["Senior Leadership"],"Start Date":"2022-07-01","End Date":null,"Location":"HyderÄbÄd, Telangana, India, Asia","Is Current":true,"Job Order":5},{"Company Name":"Diamanti","Specter - Company, source_sentence: In what ways does SignalFire support companies at the seed stage?
sentences: - URL":"linkedin.com/school/%D0%BC%D0%BE%D1%81%D0%BA%D0%BE%D0%B2%D1%81%D0%BA%D0%B0%D1%8F-%D0%BC%D0%B5%D0%B6%D0%B4%D1%83%D0%BD%D0%B0%D1%80%D0%BE%D0%B4%D0%BD%D0%B0%D1%8F-%D0%B2%D1%8B%D1%81%D1%88%D0%B0%D1%8F-%D1%88%D0%BA%D0%BE%D0%BB%D0%B0-%D0%B1%D0%B8%D0%B7%D0%BD%D0%B5%D1%81%D0%B0-%C2%AB%D0%BC%D0%B8%D1%80%D0%B1%D0%B8%D1%81%C2%BB-%D0%B8%D0%BD%D1%81%D1%82%D0%B8%D1%82%D1%83%D1%82-","Field of Study":"","Degree Title":"Integrated year abroad","Description":null,"Start Date":"2006-01-01","End Date":"2006-01-01","Location":"Moscow, Moscow, Russian Federation, Russia"},{"Name":"Hochschule Furtwangen University","LinkedIn - URL":"linkedin.com/school/hochschule-furtwangen-university","Field of Study":"International Management","Degree Title":"Bachelor, I specialize in driving the data algorithms that can predict venture outcomes and target the top 5% of funding rounds at each stage. I have a product mentality and a people-first, technology second, point of view. I also have an honorary doctorate from the University of Kent, where I studied British Constitution and Sociology. I have lived in Palo Alto, California since 1997, and I am passionate about anticipating and creating change in the tech industry., firepower at the seed stage to solve the biggest entrepreneur pain points.  Our distributed network approach provides expert advice from some of the world's best entrepreneurs, product & engineering leaders in virtually every key discipline and industry.  We have developed a first of its kind centralized infrastructure to help with recruiting exceptional talent, business development, customer acquisition as well as educational & community events.  We donâ€™t follow the crowd, and almost always lead our investment rounds as the first institutional investors in exceptional companies.  You can read more about SignalFire at: https://medium.com/signalfire-fund","Company Size":"51-200","Industries":["Data and Analytics","Finance","Lending and, source_sentence: What role did the individual hold at the company from 1998 to 2002?
sentences: Current":true,"Job Order":25},{"Company Name":"BigSpring","Specter - Company ID":"653554dfd1653b1e73051e7c","Domain":"bigspring.ai","LinkedIn - URL":"linkedin.com/company/bigspringai","Description":null,"Company Size":"11-50","Industries":["Community and Lifestyle","Data and Analytics","DeepTech","Education","HR and Recruiting","Professional Services","Software"],"Title":"Advisor","Departments":["Other"],"Start Date":"2019-01-01","End Date":null,"Location":"San Francisco, California, United States, United States","Is Current":true,"Job Order":24},{"Company Name":"Clockwise","Specter - Company ID":"5e3a8f1e040ca7b0c6f0bd98","Domain":"getclockwise.com","LinkedIn - URL":"linkedin.com/company/clockwise-inc.","Description":null,"Company, a relationship to VeriSIgn to sell Internet Keywords through its channels.\n\nAn IPO filing.\n\nOver 350 employees.","Company Size":"1-10","Industries":["Internet Services","Software","Transportation"],"Title":"CEO, President, Chairman","Departments":["Senior Leadership"],"Start Date":"1998-01-01","End Date":"2002-06-01","Location":"San Carlos, California, United States, United States","Is Current":false,"Job Order":4},{"Company Name":"NetNames","Specter - Company ID":"5e3bbde400c8f4c9669d8d4b","Domain":"netnames.com","LinkedIn - URL":"linkedin.com/company/netnames","Description":"I seed funded NetNames. We sold it to NetBenefit in 2000. I was a board member of the merged entity through 2001. NetNames was the world's first domain name, - Company ID":"64f802e6538115f141f4063a","Domain":"trynectar.io","LinkedIn - URL":"linkedin.com/company/nectar-ai","Description":null,"Company Size":"11-50","Industries":["Advertising","Commerce and Shopping","Data and Analytics","DeepTech","Sales and Marketing","Software"],"Title":"Investor","Departments":["Senior Leadership"],"Start Date":"2023-10-01","End Date":null,"Location":"Seattle, Washington, United States, United States","Is Current":true,"Job Order":32},{"Company Name":"BinStar","Specter - Company ID":"6411d185abe7c1e313b62b4a","Domain":"bin-star.com","LinkedIn - URL":"linkedin.com/company/binstar","Description":null,"Company Size":"1-10","Industries":["Commerce and Shopping"],"Title":"Investor","Departments":["Senior, source_sentence: What is the primary focus of Fluence as a continuing education organization?
sentences: Name":"Fluence","Specter - Company ID":"621f973f972ef7e5d69c8085","Domain":"fluencetraining.com","LinkedIn - URL":"linkedin.com/company/fluencetraining","Description":"Fluence is a leading continuing education organization in psychedelic therapy.","Company Size":"11-50","Industries":["Education","HR and Recruiting","Health","Software"],"Title":"Advisor","Departments":["Other"],"Start Date":"2023-07-01","End Date":null,"Location":"New York City, New York, United States, United States","Is Current":true,"Job Order":17},{"Company Name":"VentureKit","Specter - Company ID":null,"Domain":"venturekit.com","LinkedIn - URL":"linkedin.com/company/venturekit","Description":"VentureKit publishes free guides to help entrepreneurs get things, Order":7},{"Company Name":"Jelastic","Specter - Company ID":"5e3bbee700c8f4c966a06981","Domain":"jelastic.com","LinkedIn - URL":"linkedin.com/company/jelastic","Description":"Jelastic is a cloud platform that provides multi-cloud Platform as a Service (PaaS) based on container technology. It supports a wide range of programming languages and frameworks, and is easy to scale up or down to meet your changing needs. Acquired by Virtoozo in 2021.\n\nRole and results:\n- Managed an engineering team\n- Managed R&D projects\n- Jelastic won several international startup awards \n- Acquired by Virtozzo","Company Size":"11-50","Industries":["Information Technology","Internet Services","Software"],"Title":"Co-Founder","Departments":["Senior, Education Level: Bachelor's Degree
Current Position Title: CTO, Head of Research
Current Position Company Name: Mursion
Current Position Company Website: mursion.com
Past Position Title: CEO and Co-founder
Past Position Company Name: DNABLOCK
Past Position Company Website: dnablock.com
Current Tenure: 85.0
Average Tenure: 34.0
Languages: [{"Name":"Spanish","Proficiency Level":"Limited Working Proficiency"},{"Name":"Arabic","Proficiency Level":"Limited Working Proficiency"}]
LinkedIn - Followers: 5022.0
LinkedIn - Connections: 2997.0
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: SentenceTransformer based on Snowflake/snowflake-arctic-embed-l
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: Unknown
type: unknown
metrics: type: cosine_accuracy@1
value: 0.7916666666666666
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.9666666666666667
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.975
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9833333333333333
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7916666666666666
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.32222222222222213
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.19500000000000003
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09833333333333334
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7916666666666666
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.9666666666666667
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.975
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9833333333333333
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.901899634958155
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.874107142857143
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8748790726817042
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 63
Created: 2025-03-03 01:33:05