Bias Analysis

Exploring bias propagation paths in AI language models effectively.

An assembly of mannequins covered in yellow and red tape, each bearing various messages related to social justice issues. The tape features words like 'justice,' '#MeToo,' 'Do not look away,' and 'Stalking.' The mannequins stand closely together, conveying a strong visual impact.
An assembly of mannequins covered in yellow and red tape, each bearing various messages related to social justice issues. The tape features words like 'justice,' '#MeToo,' 'Do not look away,' and 'Stalking.' The mannequins stand closely together, conveying a strong visual impact.
Intervention Strategies

Implementing knockout experiments to quantify bias contributions in AI models.

A blurred black-and-white photograph portrays a woman with a blindfold, adorned with flowers near her head. She appears to be in a state of introspection or contemplation, with her eyes covered and head slightly tilted.
A blurred black-and-white photograph portrays a woman with a blindfold, adorned with flowers near her head. She appears to be in a state of introspection or contemplation, with her eyes covered and head slightly tilted.
Validation Phase

Comparing bias propagation between GPT-4 and GPT-3.5 models.

Innovative Solutions for Every Need

We provide diverse services tailored to meet your unique business requirements, ensuring optimal outcomes and customer satisfaction in every project we undertake.

People wearing headscarves and masks are gathered in a room. One person is holding a mirror reflecting part of a face. Chairs and a whiteboard can be seen in the background.
People wearing headscarves and masks are gathered in a room. One person is holding a mirror reflecting part of a face. Chairs and a whiteboard can be seen in the background.

Bias Propagation Analysis

Explore bias paths and interventions to enhance AI fairness and reduce stereotypes effectively.

Attention Head Analysis
An abstract, pastel-colored, 3D-rendered representation of data analysis and search engine optimization (SEO). The image features a computer interface with various analytics symbols, including a magnifying glass, bar charts, pie charts, and a search bar with the text 'SEO'. Surrounding the interface are different objects such as a potted plant, a cup with a saucer, and a megaphone, all placed on a light green background.
An abstract, pastel-colored, 3D-rendered representation of data analysis and search engine optimization (SEO). The image features a computer interface with various analytics symbols, including a magnifying glass, bar charts, pie charts, and a search bar with the text 'SEO'. Surrounding the interface are different objects such as a potted plant, a cup with a saucer, and a megaphone, all placed on a light green background.

Evaluate bias contributions from attention heads in AI models for improved fairness.

A person is crouched in a space filled with bold black and white diagonal stripes that create an optical illusion effect. The pattern is projected onto the person's body, making them blend into the background. The person's shadow adds another layer of complexity to the visual.
A person is crouched in a space filled with bold black and white diagonal stripes that create an optical illusion effect. The pattern is projected onto the person's body, making them blend into the background. The person's shadow adds another layer of complexity to the visual.
Two people are standing in front of a whiteboard containing various colorful sticky notes. The notes are arranged in a grid and each one has a word or phrase related to company values, such as 'Culture', 'Vision', 'Diversity', and 'Respect'. One person is gesturing towards the board, wearing a blue sweater, while the other is observing attentively, dressed in a red jacket.
Two people are standing in front of a whiteboard containing various colorful sticky notes. The notes are arranged in a grid and each one has a word or phrase related to company values, such as 'Culture', 'Vision', 'Diversity', and 'Respect'. One person is gesturing towards the board, wearing a blue sweater, while the other is observing attentively, dressed in a red jacket.
Bias Severity Prediction

Train classifiers to predict bias severity based on attention patterns in AI systems.

Compare bias propagation across different AI models to understand and mitigate biases.

Model Comparison Study