SemanticScuttle - klotz.me

Tags: llm* + similarity*

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1. Similarity is Not All You Need: Endowing Retrieval Augmented Generation with Multi Layered Thoughts

   An article discussing a paper that proposes a new framework, MetRag, for retrieval augmented generation. The framework is designed to improve the performance of large language models in knowledge-intensive tasks.

   2024-06-01 Tags: retrieval augmented generation, large language models, metrag, similarity, task adaptive summarizer by klotz
2. Training and Finetuning Embedding Models with Sentence Transformers v3

   This article explains how to use the Sentence Transformers library to finetune and train embedding models for a variety of applications, such as retrieval augmented generation, semantic search, and semantic textual similarity. It covers the training components, dataset format, loss function, training arguments, evaluators, and trainer.

   2024-05-28 Tags: sentence transformers, finetune, embedding, models, similarity, llm, huggingface by klotz
3. From RAGs to Riches 10 Applications of vector search to deeply understand your data and models

   Image Similarity Search Reverse Image Search Object Similarity Search Robust OCR Document Search Semantic Search Cross-modal Retrieval Probing Perceptual Similarity Comparing Model Representations Concept Interpolation Concept Space Traversal Image Similarity Search

   2023-10-26 Tags: llm, rag, similarity, vision, document, search, machine learning by klotz

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