List: Evolution of LLMs | Curated by Zain ul Abideen

Nov 5, 2023
10 stories
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Evolution of LLMsMy 10-part blog series on LLMs
Zain ul Abideen
Beyond LLaMA: The Language Model Trio Alpaca, Vicuna, and WizardLMPeering into the fine-tuning techniques and capabilities of Alpaca, Vicuna, and WizardLM
Jun 26, 2023
Jun 26, 2023
Zain ul Abideen
Training at Scale: Chinchilla Scaling Laws for Compute-Optimal Training of LLMsExploring Chinchilla’s scaling laws and Meta’s LLaMA model
Jun 26, 2023
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Jun 26, 2023
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Zain ul Abideen
Navigating the Prompt Space: Techniques for Effective Prompt ExplorationExploring advanced prompting techniques
Jun 26, 2023
Jun 26, 2023
Zain ul Abideen
Parameter Efficient Fine-tuning of LLMs: Maximizing Performance with Minimal Parameter UpdatesExploring LoRA, Prefix Tuning, and QLoRA
Jun 26, 2023
Jun 26, 2023
Zain ul Abideen
Reinforcement Learning from Human Feedback (RLHF): Empowering ChatGPT with User GuidanceTransition from GPT-3.5 to ChatGPT
Jun 26, 2023
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Jun 26, 2023
1
Zain ul Abideen
A Comparative Analysis of LLMs like BERT, BART, and T5Exploring Language Models
Jun 26, 2023
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Jun 26, 2023
1
Zain ul Abideen
Autoregressive Models for Natural Language ProcessingThe Evolution of GPT: From GPT to GPT-2 to GPT-3
Jun 26, 2023
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Jun 26, 2023
2
Zain ul Abideen
Attention Is All You Need: The Core Idea of the TransformerAn overview of the Transformer model and its key components.
Jun 26, 2023
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Jun 26, 2023
1
Zain ul Abideen
From Seq2Seq to Attention: Revolutionizing Sequence ModelingInvestigating the origin of Attention mechanism and Bahdanau attention
Jun 26, 2023
Jun 26, 2023
Zain ul Abideen
Demystifying Sequence Modeling: Understanding RNNs, LSTMs, and Seq2SeqExploring the fundamentals and applications of sequence modeling.
Jun 26, 2023
Jun 26, 2023