By comparing models based on performance and efficiency metrics, businesses can choose solutions that enhance productivity and customer satisfaction. Academic Research: Researchers rely on standardized metrics provided by leaderboards to test new model architectures. This helps in advancing the field of AI...
The data for importing is in thedefog-datarepository which we cloned earlier. Each folder contains the metadata and data corresponding to a single database (e.g.academiccontains all the data required to reload the 'academic' database). We assume that you have apsqlclient installed locally. We...
Langfuse Open Source LLM Engineering Platform: Traces, evals, prompt management and metrics to debug and improve your LLM application. LangKit Out-of-the-box LLM telemetry collection library that extracts features and profiles prompts, responses and metadata about how your LLM is performing over tim...
the purchase of progress by scale, which leaves many academic researchers out from important discoveries. We will ask important questions about how we can make such research accessible and inclusive to power innovation at the intersection of LLMs and biology. Topics of Interest The workshop will b...
Over 200 benchmarks covering LLM performance across various tasks, ethical considerations, multimodal applications, and more than 50 evaluation metrics for the LLM lifecycle Nine detailed tutorials that guide readers through pre-training, fine- tuning, alignment tuning, bias mitigation, multimodal training...
Building and Productionizing RAG:doc: Optimizing RAG Systems 1. Table Stakes 2. Advanced Retrieval: Small-to-Big 3. Agents 4. Fine-Tuning 5. Evaluation [Nov 2023] A Cheat Sheet and Some Recipes For Building Advanced RAGRAG cheat sheet shared above was inspired byRAG survey paper.doc[Jan ...
Benchmark and Evaluation RAG Scholar and Institution Downstream tasks and Dataset Toolkit …. More content coming soon.(e.g. seminar, baseline, cookbook) Although more focused on academic research, whether you are just getting started with RAG, are a RAG-related researcher, or are a practitioner...
Langfuse Open Source LLM Engineering Platform: Traces, evals, prompt management and metrics to debug and improve your LLM application. LangKit Out-of-the-box LLM telemetry collection library that extracts features and profiles prompts, responses and metadata about how your LLM is performing over tim...