How to use drewgenai/midterm-compare-arctic-embed-m-ft with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("drewgenai/midterm-compare-arctic-embed-m-ft") sentences = [ "How does the Work-Related Stress Scale (WRSS-8) assess the impact of workplace stress?", "Linked Psychological & Physical Assessment\nChronic Pain Adjustment Index (CPAI-10)\nThe CPAI-10 evaluates the strategies people use to cope with chronic pain and adapt their\nbehaviors.\nAssessment Questions:\nI change my daily routine to reduce pain impact. (Scale: 0-5)\nI mentally prepare myself before engaging in painful activities. (Scale: 0-5)\nI use relaxation techniques to minimize pain perception. (Scale: 0-5)\nI use breathing exercises to manage pain episodes. (Scale: 0-5)\nI avoid specific physical activities that increase my pain. (Scale: 0-5)\nOccupational Fatigue Index (OFI-7)\nThe OFI-7 assesses work-related exhaustion and its influence on cognitive and emotional\nwell-being.\nAssessment Questions:\nI feel exhausted after a standard workday. (Scale: 0-3)\nI struggle to stay motivated due to workplace stress. (Scale: 0-3)\nI feel overwhelmed when handling multiple responsibilities. (Scale: 0-3)\nI find it difficult to disconnect from work-related concerns. (Scale: 0-3)\nI experience sleep disturbances due to work-related stress. (Scale: 0-3)\nRational Decision-Making Test (RDMT-6)\nThe RDMT-6 evaluates logical reasoning and decision-making processes.\nAssessment Questions:", "Linked Psychological & Physical Assessment\nPain Coping Strategy Scale (PCSS-9)\nThe PCSS-9 measures how individuals adjust to chronic pain and its impact on their lifestyle, using\na structured 9-item scale.\nAssessment Questions:\nI change my daily routine to reduce pain impact. (Scale: 0-5)\nI mentally prepare myself before engaging in painful activities. (Scale: 0-5)\nI use relaxation techniques to minimize pain perception. (Scale: 0-5)\nI focus on positive thinking to help manage pain. (Scale: 0-5)\nWork-Related Stress Scale (WRSS-8)\nThe WRSS-8 evaluates work-induced stress and its psychological effects.\nAssessment Questions:\nI feel exhausted after a standard workday. (Scale: 0-3)\nI struggle to stay motivated due to workplace stress. (Scale: 0-3)\nI feel overwhelmed when handling multiple responsibilities. (Scale: 0-3)\nI find it difficult to disconnect from work-related concerns. (Scale: 0-3)\nDecision-Making Confidence Scale (DMCS-6)\nThe DMCS-6 evaluates confidence in making personal and professional decisions.\nAssessment Questions:\nI feel confident when making important decisions. (Scale: 0-3)\nI second-guess myself often when making choices. (Scale: 0-3)\nI trust my instincts when faced with uncertainty. (Scale: 0-3)", "Linked Psychological & Physical Assessment\nPain Coping Strategy Scale (PCSS-9)\nThe PCSS-9 measures how individuals adjust to chronic pain and its impact on their lifestyle, using\na structured 9-item scale.\nAssessment Questions:\nI change my daily routine to reduce pain impact. (Scale: 0-5)\nI mentally prepare myself before engaging in painful activities. (Scale: 0-5)\nI use relaxation techniques to minimize pain perception. (Scale: 0-5)\nI focus on positive thinking to help manage pain. (Scale: 0-5)\nWork-Related Stress Scale (WRSS-8)\nThe WRSS-8 evaluates work-induced stress and its psychological effects.\nAssessment Questions:\nI feel exhausted after a standard workday. (Scale: 0-3)\nI struggle to stay motivated due to workplace stress. (Scale: 0-3)\nI feel overwhelmed when handling multiple responsibilities. (Scale: 0-3)\nI find it difficult to disconnect from work-related concerns. (Scale: 0-3)\nDecision-Making Confidence Scale (DMCS-6)\nThe DMCS-6 evaluates confidence in making personal and professional decisions.\nAssessment Questions:\nI feel confident when making important decisions. (Scale: 0-3)\nI second-guess myself often when making choices. (Scale: 0-3)\nI trust my instincts when faced with uncertainty. (Scale: 0-3)" ] embeddings = model.encode(sentences) similarities = model.similarity(embeddings, embeddings) print(similarities.shape) # [4, 4]
