How to use MinhPhuc0804/e5-docling-checkthat-task1-v1 with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("MinhPhuc0804/e5-docling-checkthat-task1-v1") sentences = [ "query: Favorable trends in ecological integrity across most European #rewilding areas yet #CAP subsidies and land‑use policies impede additional progress in certain instances. Take a look at our @user partnership with @user", "passage: reduced against b. 1. 1. 7 variant. this reduction was also evident in sera from some convalescent patients.\n\ntitle: SARS-CoV-2 B.1.1.7 sensitivity to mRNA vaccine-elicited, convalescent and monoclonal antibodies\nDecreased B.1.1.7 neutralisation was also observed with monoclonal antibodies targeting the N-terminal domain (9 out of 10), the Receptor Binding Motif (RBM) (5 out of 31), but not in neutralising mAbs binding outside the RBM. Introduction of the E484K mutation in a B.1.1.7 background to reflect newly emerging viruses in the UK led to a more substantial loss of neutralising activity by vaccine-elicited antibodies and mAbs (19 out of 31) over that conferred by the B.1.1.7 mutations alone. E484K emergence on a B.1.1.7 background represents a threat to the vaccine BNT162b.", "passage: ##es were also at a greater risk for covid - 19 - related - hospitalizations compared to those that were previously infected.\n\ntitle: Comparing SARS-CoV-2 natural immunity to vaccine-induced immunity: reinfections versus breakthrough infections\nConclusions This study demonstrated that natural immunity confers longer lasting and stronger protection against infection, symptomatic disease and hospitalization caused by the Delta variant of SARS-CoV-2, compared to the BNT162b2 two-dose vaccine-induced immunity. Individuals who were both previously infected with SARS-CoV-2 and given a single dose of the vaccine gained additional protection against the Delta variant.", "passage: that rewilding scores have improved in five sites, but declined in two, partly due to competing socio ‐ economic trends.\n\ntitle: Expert‐based assessment of rewilding indicates progress at site‐level, yet challenges for upscaling\nMajor threats for rewilding progress are related to land‐use intensification policies and persecution of keystone species. Major determinants of rewilding success are its societal appeal and socio‐economic benefits to local people. We provide an assessment of rewilding that is crucial in improving its restoration outcomes and informed implementation at scale across Europe in this decade of ecosystem restoration." ] embeddings = model.encode(sentences) similarities = model.similarity(embeddings, embeddings) print(similarities.shape) # [4, 4]
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