This is because CLIP is trained using contrastive loss, where the goal is to maximize the similarity between the embeddings of images and text.
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RESEARCH
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CLIP Training: Maximizing Image-Text Embedding Similarity
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Why CLIP Misidentifies Lemon Color: Purple Instead of Yellow
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When you ask CLIP the color of the lemon in the image below, CLIP responds with ‘purple' instead of 'yellow' (and vice versa). Why does this happen?
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Yi-34B-Chat Added to SoTA Open Models Benchmark
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Glad to see Yi-34B-Chat finetuned model added to the new SoTA open models. We think this is critical coming from 25,000+ real user votes. Thanks @lmsysorg for your valuable work setting up this human-centered eval!
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Chain of Code: LLM-Augmented Reasoning and Code Emulation
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Chain of Code: Reasoning with a Language Model-Augmented Code Emulator Li et al.: https://
arxiv.org/abs/2312.04474 #ArtificialIntelligence #ChatGPT #LLM -
AI researchers lack understanding of collective human intelligence
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The recent drama at a Big AI company demonstrates how little artificial intelligence researchers understand about collective human intelligence.
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2024 Expected to Be Exciting Year for Neuroevolution
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I think 2024 will be a very exciting year for Neuroevolution.
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NOIR: Neural Signal Operated Intelligent Robots for Everyday Activities
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NOIR: Neural Signal Operated Intelligent Robots for Everyday Activities https://
bit.ly/3TbnWTi
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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.