Unlock Insights Through Mixed-Methods Research

Combining quantitative and qualitative analysis for enhanced interpretability and understanding.

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Innovative Research in AI Interpretability

At Causal Engine Lab, we blend quantitative analysis with qualitative insights to enhance AI interpretability through rigorous experimental design and user feedback.

A section of printed text discusses the disadvantages of online surveys, referencing Denscombe (2018). Specific phrases are highlighted in green, such as 'speak for itself,' 'let empirical data,' 'quantitative,' and 'qualitative.' The text mentions concerns about focusing on empirical data without considering its implications and compares quantitative methods to qualitative ones. Shadows partially obscure the text, and the section is titled '5.3 Geographical Information System.'
A section of printed text discusses the disadvantages of online surveys, referencing Denscombe (2018). Specific phrases are highlighted in green, such as 'speak for itself,' 'let empirical data,' 'quantitative,' and 'qualitative.' The text mentions concerns about focusing on empirical data without considering its implications and compares quantitative methods to qualitative ones. Shadows partially obscure the text, and the section is titled '5.3 Geographical Information System.'
Transformative insights into AI understanding.

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Mixed-Methods Research

Combining quantitative analysis with qualitative interpretation for comprehensive insights and understanding.

Comparative Interpretability Study
A man wearing glasses, a white shirt, and an orange tie is standing beside a flip chart. The flip chart displays the 'SQ3R-Methode' with the words Survey, Question, Read, Recite, and Review highlighted on different colored paper. The background is plain, and there are additional colored circles partially visible on the wall.
A man wearing glasses, a white shirt, and an orange tie is standing beside a flip chart. The flip chart displays the 'SQ3R-Methode' with the words Survey, Question, Read, Recite, and Review highlighted on different colored paper. The background is plain, and there are additional colored circles partially visible on the wall.

Analyzing differences between GPT-4 and GPT-3.5 for enhanced understanding.

A digital screen displaying analytical data with line graphs, histograms, and numerical values. The data is presented in a user-friendly interface with different shades of blue used to distinguish various elements.
A digital screen displaying analytical data with line graphs, histograms, and numerical values. The data is presented in a user-friendly interface with different shades of blue used to distinguish various elements.
A person wearing a suit and tie, standing next to a flip chart displaying the SQ3R method. The flip chart is organized with colorful blocks labeled with steps of the method: Survey, Question, Read, Recite, and Review. Annotations in the lower part add detailed notes.
A person wearing a suit and tie, standing next to a flip chart displaying the SQ3R method. The flip chart is organized with colorful blocks labeled with steps of the method: Survey, Question, Read, Recite, and Review. Annotations in the lower part add detailed notes.
Attention Mechanism Analysis

Investigating the impact of attention heads on model interpretability and performance.

User Feedback Integration

Evaluating credibility through user insights.

Research Insights

Exploring AI interpretability through quantitative and qualitative analysis.

A group of four people are engaged in a collaborative discussion around a whiteboard covered in mathematical equations and graphs drawn in red marker. They appear attentive and focused, with one person actively explaining or discussing the content on the board.
A group of four people are engaged in a collaborative discussion around a whiteboard covered in mathematical equations and graphs drawn in red marker. They appear attentive and focused, with one person actively explaining or discussing the content on the board.
Model Comparison

Analyzing GPT-4 versus GPT-3.5 efficiency and outputs.

Two people engage in a discussion in front of a whiteboard filled with diagrams and flowcharts. One person is holding a red pen and a sheet of paper, while the other gestures with their hands, possibly explaining or elaborating on the ideas.
Two people engage in a discussion in front of a whiteboard filled with diagrams and flowcharts. One person is holding a red pen and a sheet of paper, while the other gestures with their hands, possibly explaining or elaborating on the ideas.
Data Collection

Utilizing public datasets and custom tasks for insight.

Two people are sitting at a wooden table, engaging in a discussion. A laptop is open, displaying a statistical dashboard with charts and a world map. Several smartphones and notepads are scattered on the table. The focus is on the person's hand gesturing in conversation, indicating active engagement.
Two people are sitting at a wooden table, engaging in a discussion. A laptop is open, displaying a statistical dashboard with charts and a world map. Several smartphones and notepads are scattered on the table. The focus is on the person's hand gesturing in conversation, indicating active engagement.
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.
Ablation Studies

Examining attention heads to learn model behavior variations.

User Feedback

Evaluating credibility of interpretable outputs through analysis.

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Get in Touch with Us

We welcome your feedback and inquiries about our research.

A close-up view of reflective surfaces displaying blurred text with words related to cognitive processes such as create, integrate, and discern. The text is predominantly white and appears on a dark background, creating a high contrast. The reflective surfaces create a distorted and layered effect, adding depth to the image.
A close-up view of reflective surfaces displaying blurred text with words related to cognitive processes such as create, integrate, and discern. The text is predominantly white and appears on a dark background, creating a high contrast. The reflective surfaces create a distorted and layered effect, adding depth to the image.
Research

Combining quantitative analysis with qualitative insights.

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