MoE-LLaVA
ColBERT
| MoE-LLaVA | ColBERT | |
|---|---|---|
| 2 | 4 | |
| 1,693 | 2,506 | |
| 9.0% | 5.3% | |
| 9.5 | 8.4 | |
| 9 days ago | 22 days ago | |
| Python | Python | |
| Apache License 2.0 | 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.
MoE-LLaVA
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.
What are some alternatives?
DeepSeek-Coder - DeepSeek Coder: Let the Code Write Itself
qdrant - Qdrant - High-performance, massive-scale Vector Database for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/
sqlchat - Chat-based SQL Client and Editor for the next decade
similarity - TensorFlow Similarity is a python package focused on making similarity learning quick and easy.
onnxruntime - ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator
elasticsearch-learning-to-rank - Plugin to integrate Learning to Rank (aka machine learning for better relevance) with Elasticsearch
TornadoVM - TornadoVM: A practical and efficient heterogeneous programming framework for managed languages
Milvus - A cloud-native vector database, storage for next generation AI applications
openvino - OpenVINO™ is an open-source toolkit for optimizing and deploying AI inference
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.
ClickBench - ClickBench: a Benchmark For Analytical Databases
awesome-semantic-search - A curated list of awesome resources related to Semantic Search🔎 and Semantic Similarity tasks.