ColBERT
sqlchat
| ColBERT | sqlchat | |
|---|---|---|
| 4 | 6 | |
| 2,524 | 3,806 | |
| 7.0% | 4.4% | |
| 8.4 | 8.7 | |
| about 1 month ago | about 2 months ago | |
| Python | TypeScript | |
| MIT License | GNU General Public License v3.0 or later |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
ColBERT
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Why Vector Compression Matters
I’ll conclude by explaining how vector compression relates to ColBERT, a higher-level technique that Astra DB customers are starting to use successfully.
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How ColBERT Helps Developers Overcome the Limits of Retrieval-Augmented Generation
ColBERT is a new way of scoring passage relevance using a BERT language model that substantially solves the problems with DPR. This diagram from the first ColBERT paper shows why it’s so exciting:
- FLaNK Stack 05 Feb 2024
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New free tool that uses fine-tuned BERT model to surface answers from research papers
ColBERT and successors for retrieval.
sqlchat
- FLaNK Stack Weekly 12 February 2024
- FLaNK Stack 05 Feb 2024
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🪸6 Text2SQL Tools to Write Stunning SQL for you ☄️
SQL Chat is a chat-based SQL client, and you can use natural language to communicate with your database to implement operations, such as query, modification, addition, and deletion (!) of the database.
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👻Top 8 Free, Open Source SQL Clients🔥
SQL Chat is a young player, prompting SQL clients from the traditional GUI-based to the Chat-based stage: it's powered by ChatGPT to write and polish SQL for you.
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Chat based SQL client
Git Link
What are some alternatives?
qdrant - Qdrant - High-performance, massive-scale Vector Database for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/
chat-to-your-database - Chat to your database with AI. An experimental app to test the abilities of LLMs to query SQL databases using natural language.
similarity - TensorFlow Similarity is a python package focused on making similarity learning quick and easy.
engine-js - ⚡️ Neuledge streamlines database modeling with clear data entity definitions, customizable validation, and advanced business-logic representation.
elasticsearch-learning-to-rank - Plugin to integrate Learning to Rank (aka machine learning for better relevance) with Elasticsearch
SQLx - Portable SQL script editor/executor based on SQLClient and SQLite
Milvus - A cloud-native vector database, storage for next generation AI applications
esperanto - SQL Database Access Layer for multiple Dialects
haystack - :mag: LLM orchestration framework to build customizable, production-ready LLM applications. Connect components (models, vector DBs, file converters) to pipelines or agents that can interact with your data. With advanced retrieval methods, it's best suited for building RAG, question answering, semantic search or conversational agent chatbots.
dbeaver - Free universal database tool and SQL client
awesome-semantic-search - A curated list of awesome resources related to Semantic Search🔎 and Semantic Similarity tasks.
law-cn-ai - ⚖️ AI 法律助手