3/5 Another use case for LLMs is text summarization. Given a few examples of a full document and its summary, LLMs can condense various documents, such as customer support chats or earnings calls, providing succinct summaries that aid in comprehension.
RESEARCH
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LLMs Transform NLP Landscape with Generative AI Capabilities
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1/5 The recent evolution of large language models (LLMs) & generative AI is transforming the landscape of natural language processing (NLP). LLMs can handle a range of NLP use cases, making them an indispensable tool for tasks like generating original and coherent text.
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Closing the capabilities gap between open and closed language models
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Build better base models. “there exists a substantial capabilities gap between open and closed LMs that, with current methods, can only be bridged using an unwieldy amount of imitation data or by using more capable base LMs.”
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LLaMa Evaluation Discrepancy: ElutherAI Harness Results Analysis
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Here is a good dive in on LLaMa underperforming on the EleutherAI harness versus the published number (TLDR is that we don't know yet which prompt they used for evaluation):
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Berkeley AI PhD Class of 2023 Graduates Celebrated
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Huge congratulations to the amazing @berkeley_ai PhD Class of 2023!! We will miss you and can't wait to see what you all accomplish!
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AI vs Semantic Web: Do We Still Need Structured Data?
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Does AI mean we don’t need the Semantic Web? – Terence Eden’s Blog One of the demands of the Semantic Web was that we should use HTML elements like to clearly mark up a contact address and we should wrap dates and times in the element. https://
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Complex Tasks Cause Knowledge Forgetting During Execution
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I think the interesting observation here is that in the process of completing a larger, more complex task, it seems to "forget" this knowledge
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Visual Language Models Enhance Reasoning on Charts and Plots
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Visual language uses pictorial symbols outside of text to convey info & is common in both digital life & the real world. Learn about two models that enhance reasoning on visual language data, such as charts and plots, for state-of-the-art performance → https://
goo.gle/3OHZred -
Snorkel AI highlights data-centric AI and LLM specialization
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Thank you to @Microsoft for Startups for helping the Snorkel AI team highlight the power of data-centric AI and commitment to an open ecosystem at Build 2023. "Hosted #LLMs are powerful "generalists" that do amazing things out of the box. When it comes to building "specialists"