ColBERT
WhisperFusion
| ColBERT | WhisperFusion | |
|---|---|---|
| 4 | 3 | |
| 2,506 | 1,409 | |
| 6.3% | 4.3% | |
| 8.4 | 8.7 | |
| 28 days ago | 2 months ago | |
| Python | Python | |
| MIT License | - |
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.
WhisperFusion
- FLaNK Stack 05 Feb 2024
- Show HN: WhisperFusion – Ultra-low latency conversations with an AI chatbot
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WhisperFusion: Ultra-low latency conversations with an AI chatbot
WhisperFusion is fully open-source - https://github.com/collabora/WhisperFusion
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/
WhisperSpeech - An Open Source text-to-speech system built by inverting Whisper.
similarity - TensorFlow Similarity is a python package focused on making similarity learning quick and easy.
metaflow - :rocket: Build and manage real-life ML, AI, and data science projects with ease!
elasticsearch-learning-to-rank - Plugin to integrate Learning to Rank (aka machine learning for better relevance) with Elasticsearch
FLiPStackWeekly - FLaNK AI Weekly covering Apache NiFi, Apache Flink, Apache Kafka, Apache Spark, Apache Iceberg, Apache Ozone, Apache Pulsar, and more...
Milvus - A cloud-native vector database, storage for next generation AI applications
stable_diffusion.openvino
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.
openvino-ai-plugins-gimp - GIMP AI plugins with OpenVINO Backend
awesome-semantic-search - A curated list of awesome resources related to Semantic Search🔎 and Semantic Similarity tasks.
onnxruntime - ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator