project
GLM-4-long - A 2 million-word long text model launched by Zhipu AI (API now open)
GLM-4-long is a 2 million-character long text model launched by Zhipu AI, and its API is now available on the Zhipu AI Open Platform BigModel. It supports extremely long inputs and is designed for handling very long texts and memory-based tasks, with a context length of...
What is GLM-4-long?
GLM-4-long is a 2 million-word long text model launched by Zhipu AI, and its API is now available for use on Zhipu AI's open platform BigModel. It supports ultra-long input and is designed to handle ultra-long text and memory-based tasks. The maximum context length is 1M, approximately 1.5-2 million words, equivalent to two copies of Dream of the Red Chamber or 125 academic papers.
Main functions of GLM-4-long
- Ultra-long text processing capabilitiesGLM-4-long supports context lengths up to 1M (approximately 1.5-2 million characters), equivalent to the capacity of about two volumes of "Dream of the Red Chamber" or 125 academic papers, and can handle very long text data.
- reasoning abilityGLM-4-long can perform complex reasoning tasks, such as inserting language fragments into long texts and making inferences and decisions based on these fragments.
- Key technical pointsThe development team of GLM-4-long adopted some key technologies, such as progressively expanding the context length of the model, training it step by step from 4096 to 1M, and using batch sorting methods and instructions to synthesize data to improve training efficiency.
- Performance indicatorsThe initial response time is approximately 50 seconds when inputting 500,000 characters, approximately 140 seconds when inputting 1,000,000 characters, and approximately 280 seconds when inputting 1,500,000 characters.
How to use GLM-4-long
- Zhipu AI Open Platform Official Website:access bigmodel.cn Register and log in to your accountClaim your free 25 million Tokens resource pack.
- Get API KeyBefore using the model, you need to obtain an API key from the Zhipu AI Open Platform to verify the request.
- Understanding model parametersBe familiar with the parameter settings of the GLM-4-long model, including the supported context length (1M) and maximum output length (4K).
- Write codeWrite code to call the GLM-4-long model. This can be done using programming languages such as Python, combined with the API key and the model's calling interface.
- Prepare input dataPrepare input data according to requirements. GLM-4-long can handle very long texts and can use long text content as input.
- Calling ModelUse the API interface to call the GLM-4-long model and send the input data to the model.
- Processing outputThe model will return processing results, and code needs to be written to parse and process this output data.
Application scenarios of GLM-4-long
- Long text analysisGLM-4-long is capable of processing and analyzing texts of tens of thousands of words, making it suitable for scenarios requiring in-depth understanding of large amounts of text data, such as the analysis and summarization of academic papers, legal documents, and historical documents.
- Document summary generationFor long articles or reports, GLM-4-long can generate concise summaries that contain key information.
- Information retrievalIn scenarios where specific information needs to be retrieved from a large number of documents, GLM-4-long can quickly locate and extract relevant information.
- Natural Language InferenceGLM-4-long can handle complex logical relationships and reasoning tasks, and is suitable for applications that require analysis and reasoning of arguments in text.
- Content creation assistanceWhen creating long articles, stories, or screenplays, GLM-4-long can provide creative support and writing advice.