If you asked Co-LLM to name some examples of extinct bear species, two models would draft answers together. The general-purpose LLM begins to put together a reply, w/the switch variable intervening where it can slot in a better token from the expert mode (i.e. adding the year
GENERATIVE AI
-
Co-LLM Combines Base and Expert Models for Biomedical Applications
By
–
To showcase Co-LLM’s flexibility, the researchers used data like the BioASQ medical set to couple a base LLM w/expert LLMs in different domains, like the Meditron model, which is pre-trained on unlabeled medical data. This enabled Co-LLM to help answer inquiries a biomedical
-
Co-LLM Switch Variable Routes Tasks Between Base Expert Models
By
–
To decide when a base model needs help from an expert model, Co-LLM uses machine learning to train a "switch variable," or a tool that can indicate the competence of each word w/i the two LLMs’ responses.
— MIT CSAIL (@MIT_CSAIL) 17 septembre 2024
It’s like a project manager deciding when to call in a specialist. pic.twitter.com/E2UMzf9b4oTo decide when a base model needs help from an expert model, Co-LLM uses machine learning to train a "switch variable," or a tool that can indicate the competence of each word w/i the two LLMs’ responses. It’s like a project manager deciding when to call in a specialist.
-
MIT Co-LLM Algorithm Enables Specialized Model Collaboration
By
–
Can LLMs learn to "phone a friend?" MIT CSAIL’s new "Co-LLM" algorithm can pair a general-purpose base LLM w/a more specialized model & help them work together. It reviews each token & sees where it needs to call upon an expert, leading to more accurate & efficient replies to
-
Llama Model Shows Strong Growth and Increasing Cloud Adoption
By
–
We recently shared an update on the growth of the Llama. Tl;dr: downloads are growing fast, our major cloud partners are seeing rapidly increasing usage of Llama on their platforms and we're seeing great adoption across industries! Read the full update https://
go.fb.me/d01004 -
Gemini 1.5 Flash Demo Available on Hugging Face Spaces
By
–
demo up on @huggingface
: https://
huggingface.co/spaces/akhaliq
/gemini-1.5-flash
… -
Pixtral launch with reduced pricing and free API tier
By
–
Moving forward with a new Small, Pixtral on le Chat and la Plateforme, reduced prices across the board, and an API free tier!
-
Mistral Introduces Pixtral 12B Vision Language Model
By
–
https://
mistral.ai/news/pixtral-1
2b/
… 2/2 -
Using ChatGPT for automation to improve productivity
By
–
Most people aren't using ChatGPT, And its causing them great trouble. They should use ChatGPT for automation
-
Custom Retrievers Format Context Metadata for LLMs
By
–
3/5
— FlowiseAI (@FlowiseAI) 17 septembre 2024
Custom Retriever let you specify the format of retrieved context.
Sometimes you might want to tie the context to relevant metadata:
{{ context }}
Souce: {{ metadata.source }}
Page: {{ metadata.pageNo }}
This way you can prompt the LLM to return in specific format. pic.twitter.com/Im7K8F6Hz83/5 Custom Retriever let you specify the format of retrieved context. Sometimes you might want to tie the context to relevant metadata:
{{ context }}
Souce: {{ metadata.source }}
Page: {{ metadata.pageNo }} This way you can prompt the LLM to return in specific format.