ColBERT
MoE-LLaVA
| ColBERT | MoE-LLaVA | |
|---|---|---|
| 4 | 2 | |
| 2,506 | 1,712 | |
| 6.3% | 10.0% | |
| 8.4 | 9.5 | |
| 28 days ago | 14 days ago | |
| Python | Python | |
| MIT License | Apache License 2.0 |
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.
MoE-LLaVA
What are some alternatives?
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onnxruntime - ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator
Milvus - A cloud-native vector database, storage for next generation AI applications
TornadoVM - TornadoVM: A practical and efficient heterogeneous programming framework for managed languages
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 - OpenVINO™ is an open-source toolkit for optimizing and deploying AI inference
awesome-semantic-search - A curated list of awesome resources related to Semantic Search🔎 and Semantic Similarity tasks.
ClickBench - ClickBench: a Benchmark For Analytical Databases