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Recurrentgpt
RecurrentGPT
R
Recurrentgpt
AI text translation and audioAI content generation#Text Generation#Natural Language Processing#Artificial Intelligence#Writing AssistanceStandard PicksOpen Source
Overview :
RecurrentGPT is a model designed for the interactive generation of text of any length. It replaces vectorized elements in Long Short-Term Memory (LSTM) networks with natural language (i.e., text paragraphs) and simulates a recursive mechanism through prompt engineering. At each time step, RecurrentGPT receives a text paragraph and a brief plan for the next paragraph, both generated in the previous time step. It also maintains short-term memory to summarize key information from recent time steps and updates it at each time step. RecurrentGPT combines all inputs into a prompt, requesting the foundational language model to generate new paragraphs, provide brief plans for the next sections, and update long-term and short-term memory.
Target Users :
The primary audience for RecurrentGPT includes writers, content creators, and researchers. It is ideal for individuals or teams that need to generate large volumes of text, such as novelists, scriptwriters, and bloggers. Through an interactive writing process with human authors, RecurrentGPT enhances writing efficiency, stimulates creativity, and helps creators maintain coherence and consistency throughout their work.
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Use Cases
A novelist uses RecurrentGPT to generate the first draft of a novel and then edits and expands it based on the generated content.
A scriptwriter leverages RecurrentGPT to generate dialogues and plots for scripts, enhancing creative efficiency.
Researchers utilize RecurrentGPT for academic studies and experiments related to text generation.
Features
Replace vectorized elements in the LSTM with natural language.
Simulate a recursive mechanism through prompt engineering.
Receive and process text paragraphs and next section plans.
Maintain and update short-term and long-term memory.
Generate new text paragraphs and provide plans for the next segments.
Support interactive writing processes with human authors.
Offer online demos and local deployment options.
Support custom language models (LLM) for local deployment.
How to Use
1. Visit the GitHub page and download the RecurrentGPT code.
2. Edit the configuration in the recurrent.sh script as needed, such as iteration count, output file path, initialization prompts, etc.
3. Specify your OPENAI_API_KEY in the recurrent.sh file to access the OpenAI API.
4. If necessary, export an HTTP proxy to access the OpenAI API.
5. Run the recurrent.sh script to start the text generation process.
6. Use the online demo or local deployment options to experience RecurrentGPT's text generation capabilities.
7. Edit and expand upon the generated text paragraphs and plans to complete your final text creation.
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