Abstract: We demonstrate a technique which allows to dynamically adapt the number of documents in a top-k retriever RAG prompt using feedback from the LLM. This allows a 4x cost reduction of RAG LLM question answering while maintaining the same level of accuracy. We also show that the method helps explain the lineage of LLM outputs. The reference implementation...
I'm looking for readings on distributed inference: is it at all possible? Is there any system architecture that makes this feasible, or at all worthwhile? What approaches are there to distributed inference? I'm getting a number of hits on Google Scholar; anything you personally consider worthwhile digging into? submitted by /u/Shintuku1 [link]...
I am currently a sophomore studying computer science. In this era of AI, is it necessary for me to learn the inner workings of AI like the math and other stuff or should I directly dive into the top level stuff and create projects based on models made by others. What would be better for me to break into jobs in AI startups or MNC's. submitted by...
Stanford releases #BioMedLM, a 2.7B parameter language model trained on biomedical data. However, the results do not seem to make sense. Here is the evaluation report using the LM Evaluation Harness framework on MultiMedQA (MedMCQA, MedQA, MMLU, PubMed). https://preview.redd.it/vd21crtn14rc1.png?width=1442&format=png&auto=webp&s=ee905e8277006e40c37b7e5b87003165bd0de4b5...
I am looking to transition to a ML engineer (or DS possibly) in the future(1-3yrs) and (I will continue to work as a SWE, but possibly with a job in Python in the meantime, TBD. I have my education and work background below. What skills and knowledge should I gain/brush up on? Any thing I should add to my rough plan I am doing below for the next year-ish....
Hey all, I have a project that, for me, is a bit complicated and so I'm trying to scheme out the best structure for it prior to getting things running, and I'm looking for some advice. The situation: I have 4 tabular predictor datasets, each of which has 31 response variables (RV) for which I need to train regression models (using XGBoost). By the end,...
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