How to use kagikush/REmatch-BGE-Finetuned with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("kagikush/REmatch-BGE-Finetuned") sentences = [ "With a large and substantial amount of capital available to invest, I intend to rely solely on my own capital without seeking financing or borrowing money. Quick access to the funds I invest is crucial, which means I cannot accept a long lock-up period. I am willing to accept only low investment risk and prioritize preserving my original capital over earning income or pursuing growth.", "As an investor, I maintain a modest investment budget that falls well below the typical medium-range threshold. My approach prioritizes using solely my own funds without resorting to borrowing or leveraging. This decision allows me to manage risks effectively while ensuring immediate access to my investments should market conditions warrant. Recognizing the importance of preserving capital over short-term gains, I am willing to tolerate lower potential returns compared to those seeking higher yields through risky investments. My primary objective remains safeguarding my initial capital, placing significant emphasis on minimizing the likelihood of substantial losses.", "With a tight budget and limited financial resources, I am committed to investing solely with my own funds without resorting to debt. This stringent approach ensures quick access to the investments, crucial for maintaining control over my assets. Accepting moderate risks while prioritizing protection of my initial capital, I aim to minimize potential losses. My primary objective remains safeguarding the integrity of my investment, placing greater emphasis on preserving the principal rather than seeking high returns or rapid growth.", "With a large and substantial amount of capital available, I am committed to investing solely with my own funds without relying on financing or borrowed money. This ensures quick access to the invested funds, as I prioritize maintaining control over the assets. Accepting moderate investment risk while minimizing the likelihood of significant losses aligns with this approach, ensuring that protecting the original capital remains paramount. My primary objective is to safeguard the initial capital, prioritizing its preservation over seeking higher returns through income or growth opportunities." ] embeddings = model.encode(sentences) similarities = model.similarity(embeddings, embeddings) print(similarities.shape) # [4, 4]
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