Conformal Prediction (CP) is a way of quantifying the uncertainty of a machine learning (ML) model. There are many methods that work well for classification but the infinite output space of regression makes CP challenging. @SambaNovaAI Researcher @etash_guha will present our
@sambanovaai
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Low-resource language LLMs trained with minimal data efficiently
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Low-resource languages are difficult to train from scratch due to limited training data. In the attached poster, we show that using minimal data for pre-training and instruction tuning, we are able to achieve better accuracy than other open source #LLMs in the respective
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SambaNova Sponsors NeurIPS 2023 Instruction Tuning Workshop
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@SambaNovaAI is a proud sponsor of the ITIF "Instruction Tuning and Instruction Following" workshop at #NeurIPS2023! The workshop will cover exciting research in ITIF and evaluation of instruction tuned models. The workshop features invited talks, peer reviewed papers, and a -
ToolBench: Evaluating LLM-Based API Agent Performance
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Agent-based manipulation of APIs using #LLMs is a popular approach, but consistent and reliable evaluation metrics to assess this has been lacking. In this poster, we introduce a set of benchmarks called ToolBench and evaluate multiple open source #LLMs. @SambaNovaAI Researcher
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Conformal Prediction: Quantifying ML Model Uncertainty via Regression
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@SambaNovaAI researcher @etash_guha will be presenting "Conformal Prediction via regression-as-classification" at the Regulatable ML Workshop at #NeurIPS2023. Conformal Prediction is a way of quantifying the uncertainty of ML model. There are many methods that work well for -
Open LLMs Tool Manipulation for GPT Agents
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@SambaNovaAI will be presenting our work on the tool manipulation capabilities of open #LLMs at the Foundation Models for Decision Making Workshop at #NeurIPS2023. Come check out this work to understand how far we are from creating #GPT Agents using open models. Check out a -
SambaNova adapts language models to Thai and Hungarian efficiently
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@SambaNovaAI researchers will present their work on adopting #llamas to new languages at the Efficient Natural Language and Speech Processing Workshop at #NeurIPS2023. We show how to adopt to Thai and Hungarian with minimal data and without compromising base capabilities. -
SambaNova Sponsors NeurIPS Instruction Tuning Workshop
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@SambaNovaAI is proud to sponsor the @itif_workshop at #NeurIPS2023. The workshop will cover exciting research in instruction tuning and following and evaluation of instruction tuned models. The workshop features invited talks, peer reviewed papers, and a panel. Speakers -
Chip Architecture Efficiency Critical Beyond Raw Computing Power
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"More powerful chips and more memory will always be needed, but if this isn’t combined with architecture that ensures the chips are used effectively, the number of chips required, along with their energy demands, will quickly become unmanageable." https://
ft.com/content/be17c8
70-bc0c-42c2-9f39-fb8a6a17f2a5
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Enterprise AI Adoption Takes Center Stage in 2024
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"2023 saw the consumer world embracing generative AI with ChatGPT, but 2024 will be all about the enterprise." – @SambaNovaAI CEO @RodrigoLiang quoted in @IBDinvestors https://
investors.com/news/technolog
y/nvidia-stock-walks-tall-among-ai-stocks-what-could-trip-it-up/
… #enterpriseAI #ai #ml #chatgpt