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New short course on sophisticated RAG (Retrieval Augmented Generation) techniques is out! Taught by @jerryjliu0 and @datta_cs of @llama_index and @truera_ai , this teaches advanced techniques that help your LLM generate good answers. Topics include: - Sentence-window retrieval,…
The Text as Data Conference (TADA) 2022 will be happening at Cornell Tech on beautiful Roosevelt Island in NYC Oct 6-7. Abstract submissions are due July 18. Please RT!

Here's the December 2021 release of draft chapters for Speech and Language Processing, just in time for Jim and I to wish you all a Happy New Year! Enjoy! web.stanford.edu/~jurafsky/slp3/
Beep beep! Introducing LIMoE, the Language Image Mixture of Experts: a single model, processing both modalities for contrastive image-text modelling. Cruises straight to 84.1% 0shot ImageNet accuracy without any modality-specific architectures or pre-training. (1/10)

Just remembered again how true this with learning the LR literature, there is so much compute spend in finding meta-hyper-parameters (that’s hidden away) that results look great in paper but fails on new problem.
"We present a hyperparameter-free method..." def beautiful_method(): return method(lr=3e-4, alpha=0.13, gamma=pi/9.1)
How train the best performing NLP model? 3 techniques to experiment with. 🧵
The SERAC model for small edits to large neural networks by @_eric_mitchell_ Charles Lin @ABosselut @chrmanning @chelseabfinn is the bottom item in @DeepLearningAI_’s The Batch this week. We’re not sure why this week—it must be a slow AI news week. 😭 deeplearning.ai/the-batch/issu…
Language model papers at NeurIPS 2022 that sound interesting to me and that I hadn't seen before (thread)
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