RLHF: Training Language Models to Follow Instructions with Human Feedback - Paper Explained
In this video we talk about how we can train large language models (LLMs) to follow instructions with human feedback. The paper proposes a solution called InstructGPT, which involves fine-tuning GPT-3 using human feedback to align the model with user intent across various tasks. By collecting datasets of labeler demonstrations and rankings of model outputs, the InstructGPT model, despite having fewer parameters than GPT-3, shows preference in human evaluations and improvements in truthfulness and reduction in toxic output generation.
References
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
“Training language models to follow instructions
with human feedback” paper: https://arxiv.org/pdf/2203.02155.pdf
Related Videos
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
Chain-of-Verification (COVE) Reduces Hallucination in Large Language Models: • Chain-of-Verification (COVE) Reduces ...
Why Language Models Hallucinate: • Why Language Models Hallucinate
Transformer Self-Attention Mechanism Explained: • Transformer Self-Attention Mechanism ...
Jailbroken: How Does LLM Safety Training Fail? - Paper Explained: • Jailbroken: How Does LLM Safety Train...
How to Fine-tune Large Language Models Like ChatGPT with Low-Rank Adaptation (LoRA): • How to Fine-tune Large Language Model...
Multi-Head Attention (MHA), Multi-Query Attention (MQA), Grouped Query Attention (GQA) Explained: • Multi-Head Attention (MHA), Multi-Que...
LLM Prompt Engineering with Random Sampling: Temperature, Top-k, Top-p: • LLM Prompt Engineering with Random Sa...
Contents
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
00:00 - Abstract & Intro
03:01 - Main Results - Human Preferences
04:45 - RLHF Overview
07:13 - Methods and Experiments
14:32- Results
18:45 - Discussion & Conclusions
Follow Me
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
🐦 Twitter: @datamlistic / datamlistic
📸 Instagram: @datamlistic / datamlistic
📱 TikTok: @datamlistic / datamlistic
Channel Support
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
The best way to support the channel is to share the content. ;)
If you'd like to also support the channel financially, donating the price of a coffee is always warmly welcomed! (completely optional and voluntary)
► Patreon: / datamlistic
► Bitcoin (BTC): 3C6Pkzyb5CjAUYrJxmpCaaNPVRgRVxxyTq
► Ethereum (ETH): 0x9Ac4eB94386C3e02b96599C05B7a8C71773c9281
► Cardano (ADA): addr1v95rfxlslfzkvd8sr3exkh7st4qmgj4ywf5zcaxgqgdyunsj5juw5
► Tether (USDT): 0xeC261d9b2EE4B6997a6a424067af165BAA4afE1a
#llm #rlhf
Watch video RLHF: Training Language Models to Follow Instructions with Human Feedback - Paper Explained online without registration, duration hours minute second in high quality. This video was added by user DataMListic 22 March 2024, don't forget to share it with your friends and acquaintances, it has been viewed on our site 780 once and liked it 19 people.