The gpt-prompt-engineer tool is a powerful solution for prompt engineering, enabling users to experiment and find the optimal prompt for GPT-4 and GPT-3.5-Turbo language models. It generates a variety of prompts based on the provided use-case and test cases, and then tests and ranks them using an ELO rating system. Additionally, there is a specific classification version that evaluates test case correctness and provides scores for each prompt. The tool also supports optional logging to Weights & Biases, allowing for tracking of configurations and prompt performance.
Tree-of-Thought (ToT) aims to enhance the problem-solving capabilities of large language models (LLMs) like GPT-4. The framework utilizes a deliberate 'System 2' tree search approach to tackle complex and general problems that LLMs struggle with. The author demonstrates significant improvements on three tasks: the game of 24, creative writing, and crosswords, which GPT-4 and CoT (chain of thought, another approach) find challenging due to the need for planning and searching. The limitations of token-by-token decoding, which lacks lookahead, backtrack, and global exploration, are highlighted as the reason for these difficulties. ToT achieves a tenfold performance boost by leveraging the LLM's ability to generate diverse intermediate thoughts, self-evaluate them through deliberate reasoning, and employ search algorithms like breadth-first search (bfs) or depth-first search (dfs) to systematically explore the problem space.
OP Vault is a versatile platform that allows users to upload various document types through a simple react frontend, enabling the creation of a customized knowledge base. It leverages advanced algorithms to provide accurate and relevant answers based on the content of the uploaded documents. Users can gain insights into the answers by viewing filenames and specific context snippets. The user-friendly interface of OP Vault makes it easy to explore the capabilities of the OP Stack, a powerful combination of OpenAI and Pinecone Vector Database. Moreover, OP Vault supports large-scale uploads, making it possible to load entire libraries' worth of books, thus expanding the scope of knowledge accessible through the platform. To ensure smooth operation, certain manual dependencies such as node (v19), go (v1.18.9 darwin/arm64), and poppler are required. With its diverse features, OP Vault offers a convenient solution for document upload, accurate retrieval of answers, and efficient exploration of information.
Promptsandbox.io is a node-based visual canvas used for creating chatbots powered by OpenAI APIs. The platform has an intuitive drag-and-drop interface for creating dynamic chains of nodes that perform specific operations as part of the workflow. It is built using React and has various features such as integration with OpenAI APIs, document upload and retrieval, support for various block types, debugging tools, a chatbot gallery, and extensibility with additional node types. Promptsandbox.io provides a seamless experience for users to work with OpenAI APIs and build more complex chatbots.
ChatGPT is GPT-3.5 finetuned with RLHF (Reinforcement Learning with Human Feedback) for human instruction and chat. Alternatives are projects featuring different instruct finetuned language models for chat. Projects are not counted if they are:
Alternative frontend projects which simply call OpenAI's APIs.
Using language models which are not finetuned for human instruction or chat.
FoldFold allExpandExpand allAre you sure you want to delete this link?Are you sure you want to delete this tag?
The personal, minimalist, super-fast, database free, bookmarking service by the Shaarli community