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### Checked other resources
- [X] I added a very descriptive title to this issue.
- [X] I searched the LangChain documentation with the integrated search.
- [X] I used the GitHub search to find a sim…
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### Description
Training Best-in-Class IR Models from Scratch with 10 Gold Labels. This method allows for the training of small-scale (under 100M parameters) neural information retrieval (IR) models …
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### Describe the issue
Hi there,
I have some images and some custom explain.
So I want to implement few shot learning to make summaries of my images.
This is my current implement:
```
templ…
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### Self Checks
- [X] This is only for bug report, if you would like to ask a question, please head to [Discussions](https://github.com/langgenius/dify/discussions/categories/general).
- [X] I have s…
Bulua updated
10 hours ago
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### Feature Name
FastReID
### Feature Description
### Feature Request: Image Retrieval or ReID Functionality
Fastdup's clustering (connected component) already resembles image retrieval. Could y…
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embeddings.json is missing from # Adding context to your prompts - Retrieval Augmented Generation (RAG) data directory
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### Describe your issue
Created 2 new AI Assistants, one with a dataset with 3 html files for 10-K documents. Not able to attach these documents
but here is a link to one of the documents online htt…
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Embedded using the API
Significantly underperforms vs other models
In most of the cases, each embedding is a full text of the Supreme Court decision
Indexed with hnsw.
Should I use a different…
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**Bug Description**
I am currently using langchain's chain.stream to batch output results to the frontend web page. After the output ends, I cannot correctly capture the output and scores of LLM (the…
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We're adding RAR-b with & without instructions as two leaderboard tabs under Retrieval with @gowitheflow-1998. Naming-wise it is confusing to have these and also the `Retrieval w/ Instructions` tab. I…