8/ OpenICL – a new open-source toolkit for in-context learning and LLM evaluation; supports various state-of-the-art retrieval and inference methods, tasks, and zero-/few-shot evaluation of LLMs.
@dair_ai
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MathPrompter Improves LLM Mathematical Reasoning Performance
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9/ MathPrompter – a technique that improves LLM performance on mathematical reasoning problems; it uses zero-shot chain-of-thought prompting and verification to ensure generated answers are accurate.
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Foundation Models for Decision Making: Tools and Methods
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6/ Foundation Models for Decision Making – provides an overview of foundation models for decision making, including tools, methods, and new research directions.
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Hyena Hierarchy: Subquadratic Attention Replacement for LLMs
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7/ Hyena Hierarchy – a subquadratic drop-in replacement for attention; it interleaves implicit long convolutions and data-controlled gating and can learn on sequences 10x longer and up to 100x faster than optimized attention.
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A History of Generative AI: From GAN to ChatGPT
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4/ A History of Generative AI – an overview of generative AI – from GAN to ChatGPT.
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LLMs Override Semantic Priors Through In-Context Learning at Scale
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5/ LLMs do In-Context Learning Differently – shows that with scale, LLMs can override semantic priors when presented with enough flipped labels; these models can also perform well when replacing targets with semantically-unrelated targets.
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Visual ChatGPT Enables Multimodal Interaction Beyond Text
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3/ Visual ChatGPT – it connects ChatGPT and different visual foundation models to enable users to interact with ChatGPT beyond language format.
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Aligning Text-to-Image Models Using Human Feedback
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9/ Aligning Text-to-Image Models using Human Feedback – proposes a fine-tuning method to align generative models using human feedback.
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MERF: Memory-Efficient Radiance Field for Browser-Based View Synthesis
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10/ MERF – a memory-efficient radiance field representation for real-time view synthesis of large-scale scenes in a browser.https://t.co/o4dpMgDVLh
— DAIR.AI (@dair_ai) 26 février 202310/ MERF – a memory-efficient radiance field representation for real-time view synthesis of large-scale scenes in a browser.
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LLMs Optimize Code with Functionally Correct Performance Improvements
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7/ LLMs to Optimize Code – an approach that uses LLMs to suggest functionally correct, performance-improving code edits.