We use established fast and simple techniques to improve OSS model performance. These techniques include system prompts to generate less verbose answers, RAG to reduce hallucinations and fine-tuning to improve accuracy. (7/10)
@sambanovaai
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Open Source vs Proprietary AI Models: Performance Gap Analysis
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We benchmark a wide variety of OSS and proprietary models from @AiEleuther @Meta @BigscienceW @StabilityAI @OpenAI @TIIuae @salesforce @BigCodeProject @databricks and others. We see a huge gap between proprietary models and OSS models. (5/10)
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ToolBench: Comprehensive AI Agent Orchestration Benchmark Suite
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We create a comprehensive benchmark suite that covers a range of use cases. Using a single API call to do something useful to orchestrating and planning multiple API calls to solve a complex problem. The benchmark is called ToolBench, available at https://
github.com/sambanova/tool
bench
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Open Source Models Progress With API Integration Capabilities
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These capabilities allow models to access knowledge beyond their training data. OSS models have made progress with releases from @AiEleuther @Meta @BigscienceW @StabilityAI @TIIuae @salesforce @BigCodeProject @databricks however their ability to use software APIs is unclear(3/10)
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Open Source LLMs Become Effective Tool Manipulators
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TECHNICAL UPDATE: We are excited to share our work on how to enable OSS to become effective tool manipulators. https://
sambanova.ai/blog/enabling-
open-source-llms-to-become-effective-tool-manipulators/
… The benchmarks, leaderboard, and tuned models are available on @huggingface
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Teaching LLMs to Use Tools Over Direct Computation
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For example, it's better to teach a LLM to use a calculator rather than teaching it to do complex math. (2/10)
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First Deep Learning LLM Purpose-Built for Financial Services
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Live in London: it was an honor for our team to present the first Deep Learning large language model purpose-built and pre-trained specifically for the financial services industry. #ai #artificialintelligence #financialservices #nlp #deeplearning #deeplearningai #aifs23
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SambaNovaAI CEO Rodrigo Liang Hosts NYSE Event
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Much appreciation to @NYSE for hosting @SambaNovaAI CEO and Co-Founder @RodrigoLiang today in NYC.
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SambaNova CEO discusses enterprise generative AI in oil gas
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"You better better know how to go with the flow." PODCAST:
@SambaNovaAI CEO and Co-founder
@RodrigoLiang joins the Digital Innovations in Oil and Gas with @geoffreycann Podcast. Listen to the full episode at https://
digitaloilgas.libsyn.com/rodrigo-liang-
on-using-enterprise-generative-ai-tools-in-oil-and-gas
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SambaNova Releases SN-13B-8k-Instruct Language Model
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@huggingface | SN-13B-8k-Instruct, a 13 billion parameter model https://
huggingface.co/sambanovasyste
ms/SN-13B-8k-Instruct
… Join our Discord to ask questions and discuss. https://
discord.gg/8z2Pe7cpRv Read the full blog and technical details at https://
sambanova.ai/blog/training-
long-sequence-size-models-on-sambanova/
… (10/10)