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popular approach for representing sentences is Sentence-BERT, or SentenceTransformers, which modifies pre-trained BERT with the use of siamese and triplet

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A library integrating embedding and reranker models from OpenAI, SentenceTransformers etc for semantic search in vector database. (⭐ 59)

Points: 205 | Comments: 70 | Author: tosh

Code comments are a key resource for information about software artefacts. Depending on the use case, only some types of comments are useful. Thus, automatic approaches to classify these comments have...

Usa WhatsApp en tu navegador. Todas las funciones que te encantan: chats, llamadas, estados, compartir pantalla y más, en una pantalla más grande con la aplicación WhatsApp para iPad. Recibe …

Hi all I am developping my first assistant based on RAG & LLM. I want to use \`SentenceTransformer\` with the model \`sentence-camembert-large\` . from sentence_transformers import SentenceT...

This repo is a template to fine-tune embedding models using sentencetransformers based on different on configuration (⭐ 7)

Points: 66 | Comments: 18 | Author: raphaelty

The training process of ranking models involves two key data selection decisions: a sampling strategy, and a labeling strategy. Modern ranking systems, especially those for performing semantic search,...

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I'm trying to use [sentence-transformers](https://sbert.net/) to calculate the similarity between two texts. When using it on similar texts, it gives good results. For instance, "I'm happy" and "I'm...

Classification pipeline based on sentenceTransformer and Facebook nearest-neighbor search library (⭐ 14)

For large language models (LLMs) like NLLB and GPT, translating idioms remains a challenge. Our goal is to enhance translation fidelity by improving LLM processing of idiomatic language while preservi...

I am using the sentence-transformer python package to create embeddings for paragraphs in order to perform Q&A pre-filtering based on each paragraph's similarity to the question. The idea is to fe...

Vector search demo app using Elasticsearch, FastAPI, React and SentenceTransformers embeddings. (⭐ 26)

Unstructured clinical notes contain essential patient information but are challenging for physicians to search and interpret efficiently. Although large language models (LLMs) have shown promise in qu...

I'm doing some topic modelling using sentence transformers, specifically the "paraphrase-multilingual-MiniLM-L12-v2" model. But I've noticed that it's not really good at identifying the sentiment for ...

API Server for SentenceTransformers' embedders (⭐ 3)

We explore how to capture the significance of a sub-text block in an article and how it may be used for text mining tasks. A sub-text block is a sub-sequence of sentences in the article. We formulate ...

Currently, I'm using "intfloat/multilingual-e5-small" on my local machine for embedding my documents, but it's incredibly slow! What are some cheap, not too over the top, VPS options I can use wh...

Semantic similarity via text embeddings in Elixir - powered by SentenceTransformers by SBert.net (⭐ 8)

This paper explores the use of clustering methods and machine learning algorithms, including Natural Language Processing (NLP), to identify and classify problems identified in credit risk models throu...

Started playing with a few models which can be loaded via SentenceTransformers as simply as passing it their HF model page. Is this possible with a Q6 of Llama3? Otherwise which is. the simplest way...

Repository to hold the supported verified generators (OpenAI embeddings, SentenceTransformers, etc). (⭐ 1)

This research introduces a comprehensive system based on state-of-the-art natural language processing, semantic embedding, and efficient search techniques for retrieving similarities and thus generati...

Ive been beating my head against the wall here. Trying to use a sentencetransformer model in python (windows) to embed sentences with cuda / on a nvidia gpu with Cuda toolkit 12.3 and updated driver. ...

Intelligent Discord bot using SentenceTransformers and semantic search to answer questions from historical community conversations and provide human-like resume reviews (⭐ 0)

Purpose: To develop a retrieval-augmented generation (RAG) system powered by LLaMA-4 109B for automated, protocol-aware, and interpretable evaluation of radiotherapy treatment plans. Methods and Mat...

Ive been beating my head against the wall here. Trying to use a sentencetransformer model in python (windows) to embed sentences with cuda / on a nvidia gpu with Cuda toolkit 12.3 and updated driver. ...

Optimize SentenceTransformers models with Optimum for faster inference using model.encode (⭐ 4)

I have been working on a project for generating sentence embeddings from code snippets and using them for searching and exploring large codebases. I have two thing I am excited to share: \- A comm...

PatentAI: AI-powered patent gap analysis and innovation consultant using Llama 3, FAISS, and SentenceTransformers. (⭐ 1)