GIST-Embedding-v0 base trained on 4786 en-tr vacancy pairs

Model Details

Model Description

• Model Type: Sentence Transformer
• Base model: avsolatorio/GIST-Embedding-v0
• Maximum Sequence Length: 512 tokens
• Output Dimensionality: 768 dimensions
• Similarity Function: Cosine Similarity

• Language: en
• License: mit

Model Sources

• Documentation: Sentence Transformers Documentation
• Repository: Sentence Transformers on GitHub
• Hugging Face: Sentence Transformers on Hugging Face

Full Model Architecture

SentenceTransformer(
  (0): Transformer({'max_seq_length': 512, 'do_lower_case': True}) with Transformer model: BertModel 
  (1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': True, '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': False, 'include_prompt': True})
  (2): Normalize()
)

Usage

Direct Usage (Sentence Transformers)

Evaluation

Metrics

Triplet

• Datasets: en-tr-jobs-validation, en-tr-jobs-test, en-tr-jobs-test and en-tr-jobs-test
• Evaluated with TripletEvaluator

Training Details

Training Dataset

Unnamed Dataset

• Size: 4,786 training samples
• Columns: anchor and positive
• Approximate statistics based on the first 1000 samples:

  	anchor	positive
  type	string	string
  details	min: 79 tokens mean: 388.99 tokens max: 512 tokens	min: 32 tokens mean: 256.64 tokens max: 512 tokens

• Samples:

  anchor	positive
  TI-OB70635 İşyeri Hekimi Eymen İşgüvenliği Hizmetleri Ltd. Kocaeli, İstanbul(Asya) İşyeri Hekimliği konusunda deneyimli, Tam zamanlı veya yarı zamanlı görevlendirilecek İstanbul'da görevlendirileceği firmalara seyahat engeli olmayan Ofis programlarına hakim, raporlama yapabilecek Sunum ve eğitim yeteneği olan Görevlendirildiği firmalarda uyum içerisinde çalışabilecekİşyeri Hekimleri aranmaktadır... işyeri hekimi Çalışma ve Sosyal Güvenlik Bakanlığı İşyeri Hekimliği sertifikası olan, İnsan ilişkilerinde başarılı, sözlü ve yazılı iletişim becerileri kuvvetli olan,  Tam zamanlı veya yarı zamanlı olarak çalışabilecek, B sınıfı ehliyete sahip ve aktif araç kullanabilen	TI-OB70635 Workplace Physician Eymen Occupational Safety Services Ltd. Kocaeli, Istanbul (Asia) Experienced in Workplace Medicine, Full-time or part-time to be assigned to the companies to be assigned in Istanbul, Not having travel barriers, Having a good command of office programs, Able to report, Having the ability to report Workplace Physicians who can work in harmony in the companies they are assigned to... Workplace physician Ministry of Labor and Social Security Workplace Medicine certificate, Successful in human relations, strong verbal and written communication skills, Able to work full-time or part-time, Have a class B driver's license and drive actively
  RF-AQ67934 Boya Ustası turunçgil teknik makina imalat sanayi ve ticaret ltd. şti. Mersin[object Object][object Object]BOYA USTASI[object Object][object Object]DENEYİMLİ BOYA USTASI ARANMAKTADIR.[object Object][object Object]SERVİS VE YEMEK İMKANIMIZ MEVCUTTU.[object Object][object Object]MESAİ İMKANIMIZDA MEVCUTTUR.[object Object][object Object]DENEYİMLİ ÇALIŞKAN	RF-AQ67934 Paint Master Citrus Technical Machinery Manufacturing Industry and Trade Ltd. Sti. Myrtle[object Object][object Object]PAINT MASTER[object Object][object Object]EXPERIENCED PAINT MASTER IS WANTED.[object Object][object Object]WE HAD SERVICE AND FOOD FACILITIES.[object Object][object Object]IT IS AVAILABLE IN OUR WORKING HOURS.[object Object][object Object]EXPERIENCED, HARDWORKING
  RF-MS31478 Teklif Mühendisi DAL TEKNİK MAKİNA A.Ş. İstanbul(Asya),İstanbul(Avr.)[object Object][object Object] “We are proud and privileged to serve humanity with our knowledge and technology.”[object Object][object Object]DAL TEKNİK MAKİNA (a DAL ENGINEERING GROUP Company) is a worldwide technology and engineering trailer in the cement industry, looking for a [object Object]*.* We offer a very dynamic and innovative working environment.[object Object][object Object]JOB DESCRIPTION[object Object][object Object]* Prepare proposals for bids of the turnkey projects and main equipment in Cement Technology like Pyro Process, Raw Materials Handling, Grinding Equipment, Separators, etc.[object Object]* Preferably a basic understanding of multi-disciplines Mechanical, Automation, Civil, etc.[object Object]* Innovative developments during the design phase to decrease the CAPEX and OPEX,[object Object]* Preparation of equipment list & sizing, pricing, and detailed technical offer for proposal letter[object Object]* Reviewing requests for proposals[object Object]* Outlining project specifications[object Object]* Collaborating with other departments[object Object]* Developing cost estimates for proj...	RF-MS31478 Teklif Mühendisi DAL TEKNİK MAKİNA A.Ş. İstanbul(Asya),İstanbul(Avr.)[object Object][object Object] “We are proud and privileged to serve humanity with our knowledge and technology.”[object Object][object Object]DAL TEKNİK MAKİNA (a DAL ENGINEERING GROUP Company) is a worldwide technology and engineering trailer in the cement industry, looking for a [object Object]*.* We offer a very dynamic and innovative working environment.[object Object][object Object]JOB DESCRIPTION[object Object][object Object]* Prepare proposals for bids of the turnkey projects and main equipment in Cement Technology like Pyro Process, Raw Materials Handling, Grinding Equipment, Separators, etc.[object Object]* Preferably a basic understanding of multi-disciplines Mechanical, Automation, Civil, etc.[object Object]* Innovative developments during the design phase to decrease the CAPEX and OPEX,[object Object]* Preparation of equipment list & sizing, pricing, and detailed technical offer for proposal letter[object Object]* Reviewing requests for proposals[object Object]* Outlining project specifications[object Object]* Collaborating with other departments[object Object]* Developing cost estimates for proj...

• Loss: MultipleNegativesRankingLoss with these parameters:
  json

  1{ 2 "scale": 20.0, 3 "similarity_fct": "cos_sim" 4}

Evaluation Dataset

Unnamed Dataset

• Size: 100 evaluation samples
• Columns: anchor and positive
• Approximate statistics based on the first 100 samples:

  	anchor	positive
  type	string	string
  details	min: 82 tokens mean: 375.65 tokens max: 512 tokens	min: 50 tokens mean: 244.45 tokens max: 512 tokens

• Samples:

  anchor	positive
  ManTor001 Üniversal Torna Ustası ANR MAKİNA SANAYİ İÇ VE DIŞ TİCARET LTD.ŞTİ İstanbul(Avr.) ÜniversalTorna konusunda Tecrübeli ve Sorumluluk sahibi,Teknik resim okumasını bilen toleranslara hakim,Tercihen minimum Meslek Lisesi Mezunu,Ölçü aletlerini kullanmasını bilen,Askerlik görevini tamamlamış,Min. Sektöründe 1 yıl deneyimli,20-50yaşları arasında bay,Avrupa yakasında Tercihen Beylikdüzü, Esenyurt , Hadımköy ,B.çekmece Avcılar da ikamet eden,Mesleğini seven, gelişime açık, Takım çalışmasına yatkın CNC Torna Operatörü arıyoruz. Üniversal unıversal torna freze usta formen teknik operator Savunma Sanayi ve Hidrolik Silindir sektöründe 2008 den günümüze faaliyet gösteren Esenyurt /Kıraç da bulunan fabrikamızda görevlendirmek üzere, aşağıdaki niteliklere sahipÜniversal Torna Ustaları aramaktayız.	ManTor001 Universal Lathe Master ANR MAKİNA SANAYİ İç ve Dış TİCARET LTD.ŞTİ Istanbul(Avr.) Experienced and Responsible in Universal Lathe, Knowing how to read technical drawings, Knowing tolerances, Preferably minimum Vocational High School Graduate, Knowing how to use measuring instruments, Completed military service, Min. 1 year experienced in the sector, male between the ages of 20-50, Preferably on the European side, Beylikdüzü, Esenyurt, Hadımköy, B.çekmece We are looking for a CNC Lathe Operator who loves his profession, is open to development, prone to teamwork. We are looking for Universal Lathe Masters with the following qualifications to be assigned to our factory in Esenyurt / Kıraç, which has been operating in the Defense Industry and Hydraulic Cylinder sector since 2008.
  RF-VH5972 Satış ve Pazarlama Müdürü Tuğlar Turizm Otelcilik Gıda Tasıma San ve Tic Lt Kars[object Object][object Object]Kars Sarıkamış Kayak Merkezinde yer alan 5 yıldızlı tam pansiyon konsepti olan ''Sarpino Mountain Hotel''  bünyesinde  ‘Satış ve Pazarlama Müdürü” olarak görev alacak takım arkadaşı aramaktayız. [object Object][object Object] Üniversitelerin ilgili bölümlerinden mezun, tercihen Turizm İşletme vb.[object Object][object Object]·         Otelde uygulanacak fiyatlar konusunda genel yönetim ile periyodik toplantılar yapmak, çevre otellerin fiyatlarını da inceleyerek uygulanacak fiyatları saptamak, yönetimin onayına sunmak ve onayı takiben yeni fiyatların duyurulması konusunda çalışma yapmak,[object Object][object Object]·         Yurt içinde ve Yurt dışında otelin imajını en iyi şekilde tanıtmak,[object Object][object Object]·         Online satış kanalları konusunda tecrübeli ve fiyat takibini yapabilecek,[object Object][object Object]·         Acenta ve kurumsal müşteri portföyü olan,[object Object][object Object]·         Alanında en az 3 yıl deneyim sahibi,[object Object][object Object]·         İyi derecede İngilizce bilen, Elektra ve Office programlarına hakim,[object Object][object Object]·         Güler yüzlü, d...	RF-VH5972 Sales and Marketing Manager Tuğlar Tourism Hotel Management Food Transport San ve Tic Lt Kars[object Object][object Object]We are looking for a teammate to work as "Sales and Marketing Manager" within the "Sarpino Mountain Hotel", which is a 5-star full-board concept located in Kars Sarıkamış Ski Center. [object Object][object Object]Graduated from relevant departments of universities, preferably Tourism Management, etc.[object Object][object Object]·         To hold periodic meetings with the general management about the prices to be applied in the hotel, to determine the prices to be applied by examining the prices of the surrounding hotels, to submit them to the approval of the management and to work on the announcement of new prices following the approval,[object Object][object Object]·         To promote the image of the hotel in the best way at home and abroad,[object Object][object Object]·         Experienced in online sales channels and able to follow prices,[object Object][object Object]·         Having an agency and corporate customer portfolio,[object Object][object Object]·         At least 3 years of experience in the field,[object Object][object Object]·         Good command of En...
  RF-GX25253 Çay Servis ve Temizlik Elemanı DD GRUP İNŞAAT SAN. TİC. LTD. ŞTİ İstanbul(Asya)[object Object][object Object]İş Tanımı[object Object]---------[object Object][object Object]DD Grup Yönetim Ofisi bünyesinde ,  İstanbul / Kartal lokasyonunda görevlendirilmek üzere Çay Servisi & Temizlik Personeli elemanı alınacaktır.[object Object][object Object]Aranan Nitelikler[object Object]-----------------[object Object][object Object]- İçecek Servisi & Temizlik işi yapabilecek, [object Object]- Hijyen kurallarına önem veren, [object Object]- Temiz, titiz ve düzenli, [object Object]- Pozitif, güleryüzlü ve dinamik, [object Object]- Tercihen Pendik/Kartal/Maltepe/Bostancı  bölgesinde ikamet eden çalışma arkadaşlarına ihtiyacımız bulunmaktadır.[object Object][object Object]Çay Servis ve Temizlik Elemanı Titiz Çay Servis ve Temizlik Elemanı	RF-GX25253 Tea Service and Cleaning Staff DD GRUP İNŞAAT SAN. TIC. LTD. STİ Istanbul (Asia)[object Object][object Object]Job Description[object Object]---------[object Object][object Object]Within the DD Group Management Office, Tea Service & Cleaning Personnel will be recruited to be assigned to the Istanbul / Kartal location.[object Object][object Object]Required Qualifications[object Object]-----------------[object Object][object Object]- Will be able to do Beverage Service & Cleaning work, [object Object]- Attaching importance to hygiene rules, [object Object]- Clean, meticulous and tidy, [object Object]- Positive, friendly and dynamic, [object Object]- We need colleagues who preferably reside in Pendik/Kartal/Maltepe/Bostancı region.[object Object][object Object]Tea Service and Cleaning Staff Titiz Tea Service and Cleaning Staff

• Loss: MultipleNegativesRankingLoss with these parameters:
  json

  1{ 2 "scale": 20.0, 3 "similarity_fct": "cos_sim" 4}

Training Hyperparameters

Non-Default Hyperparameters

• eval_strategy: steps
• per_device_train_batch_size: 16
• per_device_eval_batch_size: 16
• learning_rate: 2e-05
• num_train_epochs: 1
• warmup_ratio: 0.1
• load_best_model_at_end: True
• push_to_hub: True
• hub_private_repo: True
• batch_sampler: no_duplicates

All Hyperparameters

Training Logs

• The bold row denotes the saved checkpoint.

Framework Versions

• Python: 3.10.6
• Sentence Transformers: 3.4.1
• Transformers: 4.48.3
• PyTorch: 2.6.0
• Accelerate: 1.3.0
• Datasets: 3.3.0
• Tokenizers: 0.21.0

Citation

BibTeX

Sentence Transformers

MultipleNegativesRankingLoss