Best AI tools for< Steer Text Models >

Lyria 3 is an AI-powered application that transforms text, image, and video content into 30-second music clips with auto-generated lyrics, enhanced song structure, and SynthID watermarking. It simplifies music composition by automating manual tasks and offering better control over genre, tone, and mood. The application is designed for both non-musicians and professional creators, aiming to streamline the music production process and provide high-quality short-form audio outputs.

Vectr is a free online AI vector graphics editor and AI generator that allows users to design and edit vector graphics online without a steep learning curve. It offers features such as effortless background removal, text-to-image conversion, easy image vectorization, a low learning curve, real-time sharing, and blur-free resizing. Vectr is powered by AI, making graphic creation faster and simpler with time-saver tools and features. It is free to use forever and provides a chat feature for communication within the editor.

Truebase is a sales intelligence platform that uses AI to automate prospecting tasks. It can find, qualify, and engage with prospects, and let you know when someone is interested in a demo. Truebase is designed to be an all-in-one solution for prospecting, replacing various tools and saving you time and effort. It is also highly customizable, so you can train the AI to represent your brand accurately.

Supple.ai is an AI-powered content generation tool that helps users create high-quality written content quickly and efficiently. By leveraging advanced natural language processing algorithms, Supple.ai can generate articles, blog posts, product descriptions, and more in a matter of minutes. The tool is designed to assist content creators, marketers, and businesses in streamlining their content creation process and improving productivity.

DeepIP is an AI assistant designed by Patent Professionals for Patent Professionals to enhance workflow efficiency and deliver high-quality work to clients. It automates repetitive tasks, improves accuracy, and ensures compliance with USPTO requirements. DeepIP supports various document formats for patent drafting and offers features such as patent preparation, drafting assistance, iteration & review, and office actions' answer. The application prioritizes data privacy and security, with data not stored or used for retraining purposes. DeepIP is user-friendly and suitable for patent practitioners with varying technical expertise levels, with seamless integration into Microsoft Word for easy adoption within teams.

DreamGen is an AI role-play and story generator platform that allows users to interact with AI characters, create immersive scenarios, and craft unique stories across various genres. Users can define the world, steer the plot, and let the AI bring their imagination to life. With a sleek chat-like interface, DreamGen offers a creative space where users can engage with multiple characters, explore fantasy realms, and unleash their storytelling potential. The platform provides a generous free tier with no strings attached, making it accessible for users to dive into immersive worlds and narratives.

The Center for Human-Compatible Artificial Intelligence (CHAI) is dedicated to building exceptional AI systems for the benefit of humanity. Their mission is to steer AI research towards developing systems that are provably beneficial. CHAI collaborates with researchers, faculty, staff, and students to advance the field of AI alignment and care-like relationships in machine caregiving. They focus on topics such as political neutrality in AI, offline reinforcement learning, and coordination with experts.

SteerCode is an AI-powered platform that allows users to create mobile and web applications without the need for coding skills. Users can build the app they want by simply telling Steer what they need, whether it's a website, app, or game, and watch it take shape in real-time on their phone. The platform offers a community for collaboration, documentation, and app building, making it easy for both beginners and experienced developers to bring their ideas to life.

Opinionate is an AI-powered tool designed for steel manning to enhance decision-making and strengthen arguments. It allows users to engage in debates, generate topics, and challenge ideas with the assistance of artificial intelligence. The platform aims to facilitate constructive discussions and provide valuable insights through automated debate processes.

Ripik.ai is an applied AI company developing computer vision agents—an automated pair of eyes for industries like steel, cement, and chemicals. These AI-driven agents provide 24/7 monitoring with 95%+ accuracy, enabling real-time decision-making while eliminating human error and inefficiencies. Ripik's Computer Vision AI Platform offers solutions for material, process, and equipment monitoring, driving higher throughput, improved energy efficiency, and enhanced quality, delivering direct and measurable gains across industrial operations.

imodelsX is a Scikit-learn friendly library that provides tools for explaining, predicting, and steering text models/data. It also includes a collection of utilities for getting started with text data. **Explainable modeling/steering** | Model | Reference | Output | Description | |---|---|---|---| | Tree-Prompt | [Reference](https://github.com/microsoft/AugML/tree/main/imodelsX/tree_prompt) | Explanation + Steering | Generates a tree of prompts to steer an LLM (_Official_) | | iPrompt | [Reference](https://github.com/microsoft/AugML/tree/main/imodelsX/iprompt) | Explanation + Steering | Generates a prompt that explains patterns in data (_Official_) | | AutoPrompt | [Reference](https://github.com/microsoft/AugML/tree/main/imodelsX/autoprompt) | Explanation + Steering | Find a natural-language prompt using input-gradients (⌛ In progress)| | D3 | [Reference](https://github.com/microsoft/AugML/tree/main/imodelsX/d3) | Explanation | Explain the difference between two distributions | | SASC | [Reference](https://github.com/microsoft/AugML/tree/main/imodelsX/sasc) | Explanation | Explain a black-box text module using an LLM (_Official_) | | Aug-Linear | [Reference](https://github.com/microsoft/AugML/tree/main/imodelsX/aug_linear) | Linear model | Fit better linear model using an LLM to extract embeddings (_Official_) | | Aug-Tree | [Reference](https://github.com/microsoft/AugML/tree/main/imodelsX/aug_tree) | Decision tree | Fit better decision tree using an LLM to expand features (_Official_) | **General utilities** | Model | Reference | |---|---| | LLM wrapper| [Reference](https://github.com/microsoft/AugML/tree/main/imodelsX/llm) | Easily call different LLMs | | | Dataset wrapper| [Reference](https://github.com/microsoft/AugML/tree/main/imodelsX/data) | Download minimially processed huggingface datasets | | | Bag of Ngrams | [Reference](https://github.com/microsoft/AugML/tree/main/imodelsX/bag_of_ngrams) | Learn a linear model of ngrams | | | Linear Finetune | [Reference](https://github.com/microsoft/AugML/tree/main/imodelsX/linear_finetune) | Finetune a single linear layer on top of LLM embeddings | | **Related work** * [imodels package](https://github.com/microsoft/interpretml/tree/main/imodels) (JOSS 2021) - interpretable ML package for concise, transparent, and accurate predictive modeling (sklearn-compatible). * [Adaptive wavelet distillation](https://arxiv.org/abs/2111.06185) (NeurIPS 2021) - distilling a neural network into a concise wavelet model * [Transformation importance](https://arxiv.org/abs/1912.04938) (ICLR 2020 workshop) - using simple reparameterizations, allows for calculating disentangled importances to transformations of the input (e.g. assigning importances to different frequencies) * [Hierarchical interpretations](https://arxiv.org/abs/1807.03343) (ICLR 2019) - extends CD to CNNs / arbitrary DNNs, and aggregates explanations into a hierarchy * [Interpretation regularization](https://arxiv.org/abs/2006.14340) (ICML 2020) - penalizes CD / ACD scores during training to make models generalize better * [PDR interpretability framework](https://www.pnas.org/doi/10.1073/pnas.1814225116) (PNAS 2019) - an overarching framewwork for guiding and framing interpretable machine learning

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