Mteb Alternatives
Similar projects and alternatives to mteb
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InfluxDB
Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
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anything-llm
The all-in-one Desktop & Docker AI application with full RAG and AI Agent capabilities.
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BriefGPT
Locally hosted tool that connects documents to LLMs for summarization and querying, with a simple GUI.
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SHREC2023-ANIMAR
Source codes of team TikTorch (1st place solution) for track 2 and 3 of the SHREC2023 Challenge
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beir
A Heterogeneous Benchmark for Information Retrieval. Easy to use, evaluate your models across 15+ diverse IR datasets.
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SaaSHub
SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives
mteb reviews and mentions
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AI for AWS Documentation
RAG is very difficult to do right. I am experimenting with various RAG projects from [1]. The main problems are:
- Chunking can interfer with context boundaries
- Content vectors can differ vastly from question vectors, for this you have to use hypothetical embeddings (they generate artificial questions and store them)
- Instead of saving just one embedding per text-chuck you should store various (text chunk, hypothetical embedding questions, meta data)
- RAG will miserably fail with requests like "summarize the whole document"
- to my knowledge, openAI embeddings aren't performing well, use a embedding that is optimized for question answering or information retrieval and supports multi language. Also look into instructor embeddings: https://github.com/embeddings-benchmark/mteb
1 https://github.com/underlines/awesome-marketing-datascience/...
- Text Embedding Benchmark (MTEB) Leaderboard
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embeddings-benchmark/mteb is an open source project licensed under Apache License 2.0 which is an OSI approved license.
The primary programming language of mteb is Python.
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