Model: khaled-omar/distilroberta-ai-job-embeddings
Author: khaled-omar
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, distilbert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:7999, loss:MultipleNegativesRankingLoss, arxiv:1908.10084, arxiv:1705.00652, base_model:medicalai/ClinicalBERT, base_model:finetune:medicalai/ClinicalBERT, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: medicalai/ClinicalBERT
Card metadata: library_name: sentence-transformers
tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:7999, loss:MultipleNegativesRankingLoss
base_model: medicalai/ClinicalBERT
metrics: cosine_accuracy
widget: source_sentence: pt,dressing,pi,surgery,2 weeks,o,ozing,regular,dressing,weight,111. 800,height,179. 000,temperature,97. 700,pulse,88. 000,res,19. 000 bp,sy,sto,145. 000 bp,dia,sto,82. 000 spo,2,:,99,cap,blood sugar,ja,undice,ec,no past medical history,no past medical history,no past medical history,no past medical history,no past medical history,no past medical history,no past,no,no,no past,no,past,no,no,no,no,no,no,no,no,no,no,no,stable,stable,stable,stable,stable,stable,stable,stable,stable,stable,normal,no,surgical history,no,surgical history,no,surgical history,no,no
sentences: Acne vulgaris, Encounter for change or removal of surgical wound dressing, Irritant contact dermatitis due to detergents, source_sentence: fa,dubai,arab emirates,cardiac assessment,chest,pain,nausea,mild,dizzy,sleep,clinic,pulse,70,res,18,res,normal,sao,:,98,air time,00 : 39 : 00,bp,140 / 100,cap,< 2 sec,temperature,36,>,3 reacts,right,>,3 reacts,total,gcs,15,car,mild
sentences: Dizziness and giddiness, Pruritus, unspecified, Acute gastritis without bleeding, source_sentence: low,back,pain,1,no,sp,fine,lower back,moderate,1 month,no,diseases,no,no,no,no,no,no,single,normal,no,no,no,normal,normal,normal,normal,cvs,cv,normal,abnormal,- genito - urinary,normal,systems _ cns - cns,normal,musc,mu,normal,ps,normal,systems,endo - end,normal,normal,haemo,haem,normal,low,back,pain,1 month
sentences: Headache, Muscle spasm of back, Other chest pain, source_sentence: fa,ap,arab,mobility,knee assessment,ambula,tory,c,/,o,pain,swelling,right,cold pack,crepebanda,v,pt,transfer,pulse,68r,16,res,normal,sao,: 100,air time,07 : 29 : 00,bp,112 / 78,cap,< 2 sec,4 reacts,right,-,>,3,reacts,gcs,15,pain,4,blood,car accident,twisted,right ankle
sentences: Unspecified injury of right ankle, initial encounter, Other spondylosis with radiculopathy, lumbosacral region, Right upper quadrant pain, source_sentence: irregular,period,few months,moderate,few months ago,none,weight,90. 000,height,163. 000,temperature,98. 600,pulse,82. 000,respiration,19. 000 bp,systolic,110. 000 bp,diastolic,70. 000,sp,o,2,:,99,cap,blood sugar,ja,und,ice,ec,abd,an,l,girth,head,chest,ch ida ch vitamin d deficiency,polycystic ovary syndrome,ch ida ch vitamin d deficiency,polycystic ovary syndrome,ch,ida ch vitamin d deficiency,polycystic ovary syndrome,ch,ida ch vitamin d deficiency,polycystic ovary syndrome,no,no family,no,no,nation,grade 11,grade 11,grade 11,grade 11,no,no,no,no,normal,normal,normal,normal,_ cvs,cv,normal,normal,irregular period,cns,cn,normal,mu,normal,normal,normal,normal,normal,normal,irregular period
sentences: Pain in right hip, Radial styloid tenosynovitis [de Quervain], Irregular menstruation, unspecified
pipeline_tag: sentence-similarity
model-index: name: SentenceTransformer based on medicalai/ClinicalBERT
results: task: type: triplet
name: Triplet
dataset: name: ai job validation
type: ai-job-validation
metrics: type: cosine_accuracy
value: 0.9429429173469543
name: Cosine Accuracy
verified: no, task: type: triplet
name: Triplet
dataset: name: ai job test
type: ai-job-test
metrics: type: cosine_accuracy
value: 0.9290709495544434
name: Cosine Accuracy
verified: no
Likes: 0 | All-time downloads: 108
Created: 2025-02-09 10:33:49