Text Generation, also called Content Generation, enables users to generate natural language text through machine learning models. Typically, this technology employs deep learning techniques, such as recurrent neural networks or transformers, to produce language that resembles human-written text.
With Text Generation, users can create text for a range of applications, including chatbots, virtual assistants, content creation, and language translation. Some text generators offer customization options, including training the model on specific data sets or adjusting the creativity and coherence levels in the generated text.
For users seeking a cost-effective engine, opting for an open-source model is the recommended choice. Here is the list of best text-to-text generation Open Source Models:
Llama 2 comprises pre-trained and finely-tuned generative text models, with a parameter range spanning 7 billion to 70 billion. Llama-2-Chat models demonstrate superior performance compared to open-source chat models across several benchmark tests and remain on par with select closed-source models such as ChatGPT and PaLM.
PaLM is an AI model that generates text by working with human language. It has learned how to read and create new, grammatically correct text from an extensive corpus of general training data. Google has introduced PaLM 2 (Pathways Language Model), its latest LLM, boasting exceptional prowess in advanced reasoning, coding, and mathematics. PaLM 2 is offered in diverse sizes, facilitating easy deployment across a wide range of usage scenarios.
GPT-NeoX-20B is a language model with 20 billion parameters that was trained using the GPT-NeoX library on the Pile. Its architecture closely resembles that of GPT-3 and is nearly identical to GPT-J-6B. The model's training dataset includes a wide range of English-language texts, highlighting its general-purpose functionality.
GPT-J or GPT-J-6B is a large language model created by EleutherAI in 2021. Its aim is to generate text that sounds like a human being speaking, and it does this by using pre-existing knowledge to continue from a prompt.
BLOOM is a powerful language model that uses extensive text data and advanced computing resources to create coherent sentences. It can accurately replicate human writing in 46 languages and 13 programming languages.
OPT-175B is a language tool developed by Meta. It is the most extensive pre-trained language model accessible, with 175 billion parameters.
GPT-3 was taught using 175 billion parameters, an amount ten times larger than its forerunner, GPT-2. The generated text pieces of GPT-3 are remarkably impressive.
Falcon 180B is a large language model with open-source access. It has 180 billion parameters and is trained on a vast amount of data. It's the best open-source model out there, and one of the top models overall. Falcon-180B is superior to LLaMA-2, StableLM, RedPajama, MPT, and others.
While open source models offer many advantages, they also come with some potential drawbacks and challenges. Here are some cons of using open source models:
Given the potential costs and challenges related to open-source models, one cost-effective solution is to use APIs. Eden AI smoothens the incorporation and implementation of AI technologies with its API, connecting to multiple AI engines.
Eden AI presents a broad range of AI APIs on its platform, customized to suit your specific needs and financial limitations. These technologies include data parsing, language identification, sentiment analysis, logo recognition, question answering, data anonymization, speech recognition, and numerous other capabilities.
To get started, we offer free $10 credits for you to explore our APIs.
Our standardized API enables you to integrate text generation APIs into your system with ease by utilizing various providers on Eden AI. Here is the list (in alphabetical order):
AI21 Studio offers API access to Jurassic-2 and task-specific linguistic models. Their models fuel the creation and comprehension of text in numerous practical applications. Jurassic-2 models offer great versatility, able to generate text that is human-like and solve complex jobs such as answering questions and text classification, among others.
Claude is an AI content generation of the next generation that Anthropic designed to train AI systems that are helpful, honest and safe. Our users can access Claude through the chat interface and API in the developer console. Claude can perform text processing and conversational tasks, maintaining a high level of reliability and predictability.
Our users can rely on Claude to accomplish several tasks, including summarising, searching, writing creatively, collaborating, Q&A, and coding.
Cohere's Generation API is trained on a vast and heterogeneous corpus of text, fostering the creation of high-standard, intriguing content. Cohere's technology ensures coherence and grammatical accuracy while delivering contextually relevant and informative content.
The technology's advanced deep learning models allow the incorporation of an extensive range of contextual information into the text generated. Furthermore, their system permits personalization and refinement, enabling consumers to adjust the results to their specific requirements.
Google's language model, supported by a vast unsupervised language database, has the capability to produce substantial text. The API offers a simple method for developers to send a text prompt or request to the model, which in turn provides the generated text.
This allows developers to utilize advanced text generation capabilities without the necessity of training and upkeeping their personal models.
OpenAI employs the advanced GPT-3.5 architecture to produce diverse, high-quality text content for a multitude of applications, in multiple languages. Furthermore, the API features a vast training corpus that encompasses a wide range of topics and styles, resulting in more refined and natural language generation.
Additionally, OpenAI's API receives continuous updates and improvements, guaranteeing its users access to the latest advancements in NLP.
Eden AI offers a user-friendly platform for evaluating pricing information from diverse API providers and monitoring price changes over time. As a result, keeping up-to-date with the latest pricing is crucial. The pricing chart below outlines the rates for smaller quantities for October 2023, as well as you can get discounts for potentially large volumes.
Eden AI is the future of AI usage in companies: our app allows you to call multiple AI APIs.
You can see Eden AI documentation here.
The Eden AI team can help you with your AI Content Generation integration project. This can be done by :