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Watch "Harry Potter" in one sitting: AI large model "Quantum Speed ​​Reading", one minute is equivalent to five human hours

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2023-05-16 12:49:141124browse

In recent times, OpenAI has been the most watched research institution with its GPT series models and ChatGPT. But in the past two years, an AI start-up company is coming into everyone's field of vision. This company is called Anthropic. It was founded in 2021. It focuses on developing general AI systems and language models, and adheres to the concept of responsible AI use.

I wonder if you still remember the collective resignation of OpenAI’s core employees at the end of 2020. At that time, this incident caused quite a stir in the AI ​​circle. Anthropic was created by these departed personnel, including Dario Amodei, former vice president of research at OpenAI, Tom Brown, the first author of the GPT-3 paper, and others.

Anthropic had raised more than $700 million in funding in January, with its latest round valuing it at $5 billion. At the same time, two months after the release of ChatGPT, the company quickly developed Claude, an artificial intelligence system that benchmarked its old club ChatGPT.

Watch Harry Potter in one sitting: AI large model Quantum Speed ​​Reading, one minute is equivalent to five human hours

Claude application access address: https://www.anthropic.com/earlyaccess

Claude uses a mechanism called "constitutional AI" developed by Anthropic itself, which aims to provide a "principles-based" approach to align AI systems with human intentions.

Claude can complete tasks such as summarizing, searching, assisting in creation, Q&A, and coding. Based on user feedback, Claude is less likely to generate harmful output, easier to carry on conversations, and easier to control. In addition to this, Claude can set his personality, tone and behavior based on instructions.

Watch Harry Potter in one sitting: AI large model Quantum Speed ​​Reading, one minute is equivalent to five human hours

However, Anthropic did not provide many technical details about Claude, but described Claude in the paper "Constitutional AI: Harmlessness from AI Feedback" Interested readers can check out the technology behind it.

Paper address: https://arxiv.org/pdf/2212.08073.pdf

Back in January , some researchers tested the maximum amount of text that Claude can process at one time, showing that Claude can recall information in 8k tokens.

Not long after this, Anthropic launched 100K Context Windows on Thursday, It expanded Claude’s context window from 9k tokens to 100k, which is equivalent to 75,000 words. This means businesses can submit hundreds of pages of material for Claude to digest and interpret, and conversations with him can last for hours or even days. 100K context windows are now accessible via the Anthropic API.

Watch Harry Potter in one sitting: AI large model Quantum Speed ​​Reading, one minute is equivalent to five human hours

We know that the more advanced the large model, the longer the text that can be processed at the same time. What is the concept of 75,000 words? It's probably equivalent to summarizing the first part of "Harry Potter" in one click.

Watch Harry Potter in one sitting: AI large model Quantum Speed ​​Reading, one minute is equivalent to five human hours

Looks like most essays, news reports, and short stories are out of the question.

Claude Evolves Again: True "AI Quantum Speed ​​Reading"

According to scientific research, ordinary people can read 100,000 tokens in about 5 hours, and may It takes longer to digest, remember and analyze this information. Now Claude can do this in less than 1 minute.

Watch Harry Potter in one sitting: AI large model Quantum Speed ​​Reading, one minute is equivalent to five human hours

General calculations for context windows.

Anthropic first loaded the entire text of "The Great Gatsby" into Claude-Instant (72 K tokens, Claude has two versions Claude and Claude Instant, Claude is the most advanced high-performance model, and Claude Instant is a lighter, cheaper, faster option.), and modified the line "Mr. Carraway is a software engineer working on machine learning at Anthropic." When Anthropic asked the model to find differences from the original text, it gave the correct answer in 22 seconds.

In addition to reading long texts, Claude also helps in retrieving information from documents, thereby benefiting business operations. Users can drop multiple documents or even a book into prompt and then ask Claude a question (requiring comprehensive knowledge analysis of many parts of the text). For complex problems, this may be much more efficient than vector search-based methods. Claude can follow the user's instructions and return the information they are searching for, just like a human assistant.

Anthropic then puts the large language integration tool LangChain API developer documentation (240 page) into the model, and then responds to the questions asked A LangChain demo using the Anthropic language model is given.

Watch Harry Potter in one sitting: AI large model Quantum Speed ​​Reading, one minute is equivalent to five human hours

Meanwhile, 100k tokens can be converted into about 6 hours of audio. AssemblyAI did a great demonstration of this by transcribing a long podcast into almost 58k words and then using Claude for summary summarization and Q&A.

Watch Harry Potter in one sitting: AI large model Quantum Speed ​​Reading, one minute is equivalent to five human hours

##Source: AssemblyAI

##In short , using 100k context windows, users can do the following:

    Digest, summarize and interpret dense documents such as financial statements or research papers;
  • Analyze strategic risks and opportunities based on company annual reports;
  • Assess the pros and cons of a piece of legislation;
  • Identify risks in legal documents , topics, and different forms of arguments;
  • Read hundreds of pages of developer documentation and give answers to technical questions;
  • Passed Put your entire codebase into context and build or modify intelligently for rapid prototyping.
Some netizens used the following meme to vividly describe the relationship between Context Windows and Claude 100k and GPT-4 32K.

Watch Harry Potter in one sitting: AI large model Quantum Speed ​​Reading, one minute is equivalent to five human hours

Source: Twitter @nathanwchan

As for the price, Anthropic technician Ben Mann said that the million-token price of 100K Context Windows is the same as previous models.

Watch Harry Potter in one sitting: AI large model Quantum Speed ​​Reading, one minute is equivalent to five human hours

Watch Harry Potter in one sitting: AI large model Quantum Speed ​​Reading, one minute is equivalent to five human hours

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