sentence-transformers How to use Barakuga/me5-checkthat-task1 with sentence-transformers:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("Barakuga/me5-checkthat-task1")
sentences = [
"query: @user Alright we would both see eye to eye that contraception is ethically better, correct? I would think the most hard‑line #catholics would agree with that even though they don't support it. So sentientce is your line? There is proof sentientce at roughly 18 to 25 weeks.",
"passage: title: Aggressive or Moderate Fluid Resuscitation in Acute Pancreatitis abstract: Early aggressive hydration is widely recommended for the management of acute pancreatitis, but evidence for this practice is limited.",
"passage: title: Imperfect Vaccination Can Enhance the Transmission of Highly Virulent Pathogens abstract: Could some vaccines drive the evolution of more virulent pathogens? Conventional wisdom is that natural selection will remove highly lethal pathogens if host death greatly reduces transmission. Vaccines that keep hosts alive but still allow transmission could thus allow very virulent strains to circulate in a population. Here we show experimentally that immunization of chickens against Marek's disease virus enhances the fitness of more virulent strains, making it possible for hyperpathogenic strains to transmit. Immunity elicited by direct vaccination or by maternal vaccination prolongs host survival but does not prevent infection, viral replication or transmission, thus extending the infectious periods of strains otherwise too lethal to persist. Our data show that anti-disease vaccines that do not prevent transmission can create conditions that promote the emergence of pathogen strains that cause more severe disease in unvaccinated hosts.",
"passage: title: When is the Capacity for Sentience Acquired During Human Fetal Development? abstract: The question of when the human fetus develops the capacity for sentience is central to many contentious issues. The answer could and should influence attitudes toward IVF and embryo experimentation, abortion, and fetal and neonatal surgery. For the fetus to be described as sentient, the somatosensory pathways from the periphery to the primary somatosensory region of the cerebral cortex must be established and functional. Fetal behaviour is described and the development of the underlying anatomical substrate and the chemical and electrical pathways involved in the detection, transmission, and perception of somatosensory stimuli are reviewed.It is concluded that the basic neuronal substrate required to transmit somatosensory information develops by mid-gestation (18 to 25 weeks), however, the functional capacity of the neural circuitry is limited by the immaturity of the system. Thus, 18 to 25 weeks is considered the earliest stage at which the lower boundary of sentience could be placed. At this stage of development, however, there is little evidence for the central processing of somatosensory information. Before 30 weeks gestational age, EEG activity is extremely limited and somatosensory evoked potentials are immature, lacking components which correlate with information processing within the cerebral cortex. Thus, 30 weeks is considered a more plausible stage of fetal development at which the lower boundary for sentience could be placed."
]
embeddings = model.encode(sentences)
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4] 
