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Aryan L.L. Horizon

aarmn
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http://limitless.codes

AI & ML interests

Integration of Graph and VectorDB with Transformers, Asymmetric Train/Inference Systems, Transfer Learning, Quantization, Quantization, Edge-user applications

Recent Activity

reacted to WizardLM's post with 🚀 12 days ago
🔥 🔥🔥 Excited to announce WizardLM new Paper: Auto Evol-Instruct! 🐦 Twitter: https://x.com/WizardLM_AI/status/1812857977122202087 📃 Paper: https://arxiv.org/pdf/2406.00770 🤖 1. Fully AI-Powered Pipeline Auto Evol-Instruct automatically involves an iterative process of optimizing an Evol-Instruct V1 into an optimal one. The pipeline consists of two critical stages: Evol Trajectory Analysis, where the optimizer LLM analyzes the issues and failures exposed in instruction evolution performed by the evol LLM, and Evolving Method Optimization, where the optimizer LLM addresses these issues to progressively develop an effective evolving method. The optimal evolving method is then used to convert the entire instruction dataset into more diverse and complex forms, facilitating improved instruction tuning. 📈2. Scaling Evol-Instruct with Arena Learning With Auto Evol-Instruct, the evolutionary synthesis data of WizardLM-2 has scaled up from WizardLM-1 to dozens of domains, covering tasks in all aspects of large language models. This allows Arena Learning to train and learn from an almost infinite pool of high-difficulty instruction data, fully unlocking all the potential of Arena Learning.
liked a dataset 16 days ago
aarmn/Persian_English_Roadsign_OCR_Dataset_Relabeled
updated a dataset 16 days ago
aarmn/Persian_English_Roadsign_OCR_Dataset_Relabeled
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aarmn's activity

upvoted a paper 8 months ago