How to use MinhPhuc0804/qwen3-embedding-docling-checkthat-task1-v1 with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("MinhPhuc0804/qwen3-embedding-docling-checkthat-task1-v1") sentences = [ "query: @joerogan The libs are just peeved that Rogan beat Covid with FDA approved meds and not their unapproved, untried, emergency‑use‑only vaccines. And yes, the Ivermectin for human use is FDA approved.", "passage: rates of treatment discontinuation were similar in both arms (19% vs 16%; P = .81).\n\ntitle: Efficacy and Safety of Hydroxychloroquine vs Placebo for Pre-exposure SARS-CoV-2 Prophylaxis Among Health Care Workers\nThe median change in QTc (baseline to 4-week evaluation) did not differ between arms (hydroxychloroquine: 4 milliseconds; 95% CI, -9 to 17; vs placebo: 3 milliseconds; 95% CI, -5 to 11; P = .98). Of the 8 participants with positive results for SARS-CoV-2 (6.4%), 6 developed viral symptoms; none required hospitalization, and all clinically recovered.In this randomized clinical trial, although limited by early termination, there was no clinical benefit of hydroxychloroquine administered daily for 8 weeks as pre-exposure prophylaxis in hospital-based HCWs exposed to patients with COVID-19.ClinicalTrials.gov Identifier: NCT04329923.", "passage: ARS-CoV-2, including higher IL-1/IL-6 release and decreased production of IFN-α.\n\ntitle: The impact of BNT162b2 mRNA vaccine on adaptive and innate immune responses\nAltogether, these data expand our knowledge regarding the overall immunological effects of this new class of vaccines and underline the need of additional studies to elucidate their effects on both innate and adaptive immune responses.", "passage: title: The FDA-approved drug ivermectin inhibits the replication of SARS-CoV-2 in vitro\nabstract: Although several clinical trials are now underway to test possible therapies, the worldwide response to the COVID-19 outbreak has been largely limited to monitoring/containment. We report here that Ivermectin, an FDA-approved anti-parasitic previously shown to have broad-spectrum anti-viral activity in vitro, is an inhibitor of the causative virus (SARS-CoV-2), with a single addition to Vero-hSLAM cells 2 h post infection with SARS-CoV-2 able to effect ~5000-fold reduction in viral RNA at 48 h. Ivermectin therefore warrants further investigation for possible benefits in humans." ] embeddings = model.encode(sentences) similarities = model.similarity(embeddings, embeddings) print(similarities.shape) # [4, 4]
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