Generative AI

Data Labeling for
Large Language Models

Why Objectways?

Awareness of ethical considerations

including biases

Strong foundation in mathematical concepts like

linear algebra, calculus, and probability theory

Best in Class

Creative Writers

Awareness of ethical considerations

including biases

Best in Class

Creative Writers

Strong foundation in mathematical concepts like

linear algebra, calculus, and probability theory

Awareness of ethical considerations

including biases

Best in Class

Creative Writers

Strong foundation in mathematical concepts like

linear algebra, calculus, and probability theory

Generative AI Services for images

Human feedback can play a crucial role in improving and fine-tuning generative AI models for image generation. Incorporating human feedback helps generative models produce more realistic, relevant, and desired images.

Here's how our human feedback can assist generative AI images:

Our annotators are trained to identify and correct biases in the generated images, ensuring that the model produces images that are inclusive and representative.

For imbalanced datasets, our human feedback team guide the model to generate more examples of underrepresented classes, improving overall model performance.

Our Human feedback team help to identify instances where the generative model produces images that don't match the intended distribution or exhibit anomalies.

Our annotators are trained to provide feedback on specific parts of a generated image that need improvement or modification. This can guide the model to focus on refining certain aspects while retaining other desirable characteristics.

Generative AI Services for Texts

Human feedback play a crucial role in improving Large Language Models and here are a few ways how we are assisting our customers,

Our Human feedback teams are trained to guide the model's creativity and generate more original, engaging, and imaginative content.

We have the best in class creative writers who assist with conversations to be used to train the model to engage in more natural and coherent dialogues.

Our experts can guide the model to use more appropriate language and tones based on specific contexts, making the generated text more suitable for different communication styles or audiences.

Our Human feedback team can identify and rectify instances where the model generates incorrect or low-quality information.

Our experts can guide the model to use more appropriate language and tones based on specific contexts, making the generated text more suitable for different communication styles or audiences.

We assist customers to identify and reduce biases present in the model's output. Feedback highlighting biased or inappropriate responses are used to adjust the model's training and fine-tuning processes, making it more equitable and sensitive to diverse perspectives.

Accelerate your engagement with key use cases

Image generation

Create realistic and artistic images of various subjects, environments, and scenes from language prompts.

Chatbots

Build conversational interfaces such as chatbots and virtual assistants to enhance the user experience for your customers.

Text generation

Create new pieces of original content, such as short stories, essays, social media posts, and webpage copy.

Search

Search, find, and synthesize information to answer questions from a large corpus of data.

Text summarization

Get a summary of textual content, such as articles, blog posts, books, and documents, to get the gist without having to read the full content.

Personalization

Help customers find what they’re looking for with more relevant and contextual product recommendations than word matching.

Customer Stories

Objectways has been engaged in many Generative AI projects across multiple customers and labeling platforms for the past 8 months. Here are few sample projects we have been engaged with,

Image Summarization and Image captioning

In today's visual-centric landscape with ease using ImageSummarize.com. Amidst the deluge of online images, our expertise lies in leveraging advanced tech for concise image summarization. Empowering comprehension, analysis, and informed choices, we simplify intricate visual data through cutting-edge solutions.

Chatbot response ranking

The project involves interacting with a fitness chatbot on a particular topic and ranking the response on scale (1:10) for understanding, helpfulness, coherence, completeness, accuracy, language quality, relevance, user experience, style, error handling and ideal response.

Relevance Ranking

A large shoe and apparel company wanted to build a natural language search application. The task involved creating search terms (aka prompts) for images to build a training dataset. During evaluation tasks, annotators were to rank images in the order of their relevance with respect to search.

Image Generation Evaluation

A stealth start up is building an art studio that has Image generation capabilities. Objectways human evaluators perform assessments of various aspects such as realism, content relevance, artifact detection, diversity evaluation, style and aesthetics, safety and content moderation.

Workforce Qualification

At Objectways, we have developed a multi-level hiring process to ensure the hiring bar is kept higher. We have 400+ skilled language experts and access to a broader skilled pool. We typically look for graduates in Arts, Media & Communication, Journalism. The process includes following

The language test is a grammar test comprising of 20 multiple choice questions equivalent to B2(Upper Intermediate) Level. We also have a few team-leads who have Level C2 (Proficient) skills.

Analytical language tests assess the ability to understand the structure and intricacies of a language, focusing on deeper comprehension and language usage in various contexts. The test levels typically align with broader language proficiency levels, but with a particular emphasis on parsing complex structures, understanding nuances, and demonstrating proficiency in both comprehension and production of the language in various scenarios. We test for Advanced Analytical (Equivalent to B2) that focuses on the following aspects,

Intricate sentence structures, including various conditionals, subjunctive moods, and reported speech.
Distinguishing between nuances in meanings based on word choice or order.
Identifying and understanding the function of lesser-known word classes and structures, like gerunds, participles, or cleft sentences.

LLM projects can encompass a wide variety of tasks but generally are broadly categorized as classification, summarization, or generation. We assess the new hires on sample tasks from our prior projects and compare output to the golden set.

Data Labeling for
Large Language Models