Large language models, explained
A plain-English explainer on how tools like ChatGPT work, checked claim by claim.
8
claims in 7 statements
- 7 confirmed
- 1 needs review
Published by the Pikaan team. This review is read-only, and reading it uses no credits.
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In this review
Claim 1 of 8
Claims and sources
Every claim in the video, in order, to play from its time. The summary under each claim is written by AI from its sources; open the sources to check it.
Claim 1 of 8Confirmed
Factual claim · Statement 1 of 7 · 99% confidence
AI summary
OpenAI’s help documentation explicitly describes ChatGPT as an artificial intelligence-based service and an AI chatbot. Independent reference sources from IBM and Britannica likewise characterize ChatGPT as a generative AI chatbot/application.
Saved source links15ibm.com · help.openai.com · openai.com
- What is ChatGPT? - IBMwww.ibm.com(opens in a new tab)
- help.openai.com › en › articlesWhat is ChatGPT? - OpenAI Help Centerhelp.openai.com(opens in a new tab)
- Introducing ChatGPTopenai.com(opens in a new tab)
- How ChatGPT and our foundation models are developedhelp.openai.com(opens in a new tab)
- ChatGPT - Apps on Google Playplay.google.com(opens in a new tab)
- What Is ChatGPT? A Review Of The AI In Its Own Wordswww.forbes.com(opens in a new tab)
- ChatGPT | Definition & Facts - Britannicawww.britannica.com(opens in a new tab)
- What Is ChatGPT? A Review Of The AI Program In Its Own Wordswww.forbes.com(opens in a new tab)
- What is ChatGPT? Everything you need to know about OpenAI's famous chatbotwww.businessinsider.com(opens in a new tab)
- Overview | ChatGPTopenai.com(opens in a new tab)
- What Is ChatGPT? How It Works, How to Use It, and Morewww.coursera.org(opens in a new tab)
- OpenAI | ChatGPT, Sam Altman, & Microsoftwww.britannica.com(opens in a new tab)
- What Is ChatGPT? What to know about the AI Chatbot that will power ...www.foxbusiness.com(opens in a new tab)
- What Is ChatGPT? Everything You Need to Knowwww.techtarget.com(opens in a new tab)
- What is ChatGPT, the artificial intelligence text bot that went ...abcnews.com(opens in a new tab)
Factual claim · Statement 2 of 7 · 85% confidence
AI summary
Large language models are trained on vast corpora of text assembled through web scraping and web-scale crawling of billions of pages from the internet, matching the description that they scan or consume internet text.
Saved source links9dev.to · linkedin.com · bildungsportal.sachsen.de
- The AI Training Data Heist — How Every Conversation You've Ever ...dev.to(opens in a new tab)
- How ChatGPT “Consumed the Internet”: Web-Scale ...www.linkedin.com(opens in a new tab)
- Behind the Secrets of Large Language Modelsbildungsportal.sachsen.de(opens in a new tab)
- by “AI” here I mean Large Language Models, or LLMs ... - LinkedInwww.linkedin.com(opens in a new tab)
- Large language models and data protection | Privacy Internationalprivacyinternational.org(opens in a new tab)
- LLMs Don't Search the Internet the Way You Thinkwww.linkedin.com(opens in a new tab)
- Understanding Large Language Models | PDF | Artificial Intelligence ...www.scribd.com(opens in a new tab)
- Pretraining large language...www.ibm.com(opens in a new tab)
- LLM Search: How Large Language Models Find Live Web ...www.olostep.com(opens in a new tab)
Factual claim · 86% confidence
Statement 2 of 7
Large language models scan every word on the internet.
AI summary
The evidence shows that LLMs are trained on or ingest large corpora that include blogs, websites, research papers, books, newspaper articles, and code repositories. The wording 'scan' is imprecise, but the underlying claim that these sources are part of LLM training data is supported.
Saved source links11educative.io · cohorte.co · ibm.com
- How are LLMs trained? - Educativewww.educative.io(opens in a new tab)
- What Are Large Language Models Trained On? - Cohortecohorte.co(opens in a new tab)
- Pretraining large language...www.ibm.com(opens in a new tab)
- Understanding LLMs (Large Language Models)www.guvi.in(opens in a new tab)
- Top Websites & Sources LLMs Learn From + How Live Search ...howllmslearn.com(opens in a new tab)
- Web Scraping and LLM Training: A Strategic Guideinfatica.io(opens in a new tab)
- What Is a Large Language Model (LLM)?www.investopedia.com(opens in a new tab)
- LLM Training Data: The 8 Main Public Data Sourcesoxylabs.io(opens in a new tab)
- How Do Large Language Models Work?www.phoenix.edu(opens in a new tab)
- How LLMs Work: Understanding Large Language Models - Simpliaxiswww.simpliaxis.com(opens in a new tab)
- Llm Limitations And Risksonline.hbs.edu(opens in a new tab)
Factual claim · Statement 3 of 7 · 76% confidence
AI summary
Sources from IBM and PNAS describe LLMs as pretrained on massive text corpora containing billions or trillions of words/tokens, and Stanford notes a 1-trillion-word web-text corpus as a major language-model dataset. That supports the statement’s core idea, but the exact “snapshot” being referenced is not independently identified in the search results.
Saved source links10understandingai.org · ibm.com · web.stanford.edu
- Large language models, explained with a minimum of math and jargonwww.understandingai.org(opens in a new tab)
- Pretraining large language...www.ibm.com(opens in a new tab)
- [PDF] N-gram Language Models - Stanford Universityweb.stanford.edu(opens in a new tab)
- The size of datasets used to train language models ... - Epoch AIepoch.ai(opens in a new tab)
- A Survey of Large Language Models for European ...arxiv.org(opens in a new tab)
- Importance of Training Data Size for LLMsapxml.com(opens in a new tab)
- What Are Foundation Models in AI? Characteristics ...www.designveloper.com(opens in a new tab)
- What Are Foundation Models? - NVIDIA Blogblogs.nvidia.com(opens in a new tab)
- Dolma : an Open Corpus of Three Trillion Tokensarxiv.org(opens in a new tab)
- The debate over understanding in AI’s large language models | PNASwww.pnas.org(opens in a new tab)
Factual claim · Statement 4 of 7 · 95% confidence
AI summary
Extensive documentation on large language models confirms that ChatGPT operates by tokenizing text, analyzing relationships and patterns within a training model, and generating responses through next-token prediction that yield human-like quality.
Saved source links13lesswrong.com · neuroscience.stanford.edu · techtarget.com
- The idea that ChatGPT is simply “predicting” the next word ...www.lesswrong.com(opens in a new tab)
- What ChatGPT understands: Large language models and the ...neuroscience.stanford.edu(opens in a new tab)
- What Is ChatGPT? Everything You Need to Knowwww.techtarget.com(opens in a new tab)
- How Does ChatGPT Work? The AI Technology Explained (2026) - Memeburnmemeburn.com(opens in a new tab)
- How Does ChatGPT Work? [Complete Guide]www.feedough.com(opens in a new tab)
- Inside ChatGPT: How AI Understands and Generates Languagewww.louisbouchard.ai(opens in a new tab)
- How does ChatGPT work?www.abstractivehealth.com(opens in a new tab)
- AI Chatbots Work by Predicting the Next Word. So Do Our Brains. Isnow.tufts.edu(opens in a new tab)
- Better language models and their implicationsopenai.com(opens in a new tab)
- ChatGPT Logisticswww.library.upenn.edu(opens in a new tab)
- What Is ChatGPT Doing … and Why Does It Work?writings.stephenwolfram.com(opens in a new tab)
- How ChatGPT and our foundation models are developedhelp.openai.com(opens in a new tab)
- How Do Generative AI Tools Like ChatGPT Work?www.ucf.edu(opens in a new tab)
Factual claim · Statement 5 of 7 · 97% confidence
AI summary
The evidence says language models and similar AI systems work by taking prior text and predicting the most likely next word or token. That is exactly what the claim says, just in simplified language.
Saved source links11cset.georgetown.edu · science.org · apxml.com
- The Surprising Power of Next Word Prediction: Large Language ...cset.georgetown.edu(opens in a new tab)
- Predicting the next sentence (not word) in large language models: What model-brain alignment tells us about discourse comprehensionwww.science.org(opens in a new tab)
- Next Word Prediction in LLMs - ApX Machine Learningapxml.com(opens in a new tab)
- Predicting the Next Word | LeetCode / OA Coding Interview Solutionalgo.monster(opens in a new tab)
- huggingface.co › aarohanverma › lstm-next-word-predictoraarohanverma/lstm-next-word-predictor · Hugging Facehuggingface.co(opens in a new tab)
- Next Word Prediction with Deep Learning in NLP - GeeksforGeekswww.geeksforgeeks.org(opens in a new tab)
- Next Word Prediction with Uni-Gram in NLP - GeeksforGeekswww.geeksforgeeks.org(opens in a new tab)
- Next Word Prediction - IJSARTijsart.com › public › storage › paper › pdfijsart.com(opens in a new tab)
- NEXT WORD PREDICTOR USING LSTMwww.univ-mascara.dz(opens in a new tab)
- [PDF] NEXT WORD PREDICTION USING DEEP LEARNING APPROACHwww.neuroquantology.com(opens in a new tab)
- Next Word Prediction | How Language Models Predict Textwww.innov8r.ai(opens in a new tab)
Factual claim · Statement 6 of 7 · 95% confidence
AI summary
Common Craft’s explainer says the model is created by computers that attempt to capture every word on the internet, around 1 trillion words. That aligns with the claim’s training-size and context description, and the statement was made in the 2023 explainer content surfaced on the page.
Saved source links11ibm.com · commoncraft.com · elastic.co
- Pretraining large language...www.ibm.com(opens in a new tab)
- Large Language Models Explained | Common Craftwww.commoncraft.com(opens in a new tab)
- Understanding large language models: A comprehensive ...www.elastic.co(opens in a new tab)
- What is a Large Language Model (LLM)?www.infor.com(opens in a new tab)
- What Are Large Language Models (LLMs)?www.akamai.com(opens in a new tab)
- A Survey of Large Language Models - arXivarxiv.org(opens in a new tab)
- What LLMs Will Never Do: The History of AI from Perceptrons to ...scalastic.io(opens in a new tab)
- LLMs: What's a large language model? | Machine Learningdevelopers.google.com(opens in a new tab)
- Training large language models like GPT-3 on ...blogs.oracle.com(opens in a new tab)
- Large Language Models Trained on 30 Trillion Words - LinkedInwww.linkedin.com(opens in a new tab)
- [PDF] Large Language Models - Stanford Universityweb.stanford.edu(opens in a new tab)
Factual claim · Statement 7 of 7
AI summary
The evidence shows AI chat systems typically generate replies from patterns learned during training on large text datasets, including publicly available internet text, and not by copying a fixed script. That supports the general idea, but it does not establish that every AI response is directly based on what is currently published on the internet.
These links belong to the claim, but no exact sentence was found on their pages. Review the sources before relying on this result.
Saved source links11arxiv.org · grammarly.com · ibm.com
- Will we run out of data? Limits of LLM scaling based on ...arxiv.org(opens in a new tab)
- Best practices for using AI chatwww.grammarly.com(opens in a new tab)
- What Is a Chatbot? | IBMwww.ibm.com(opens in a new tab)
- Why AI systems, which rely on the internet, poorly reflect the diversity ...www.lemonde.fr(opens in a new tab)
- How Does ChatGPT Generate Responses?www.coursera.org(opens in a new tab)
- What Is ChatGPT? Everything You Need to Know | TechTargetwww.techtarget.com(opens in a new tab)
- What is AI Chat? | NiCEwww.nice.com(opens in a new tab)
- What Is a Chatbot? Definition, Types, and Examples - Grammarlywww.grammarly.com(opens in a new tab)
- Exploring the Limits of Internet-Sourced Training Data - Sapienwww.sapien.io(opens in a new tab)
- How does ChatGPT actually know what to say? Here's how ...www.techradar.com(opens in a new tab)
- Generative AI could break the internet, researchers findwww.sciencedaily.com(opens in a new tab)
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