Datasets

A group of four people engaged in a meeting inside a modern conference room. One person is standing and presenting at a whiteboard filled with a pie chart discussing 'UGC Types', while the others are seated at a table. Laptops and documents are in use, with a large screen displaying an online interface in the background. The room has acoustic wall panels and a neat, modern design.
A group of four people engaged in a meeting inside a modern conference room. One person is standing and presenting at a whiteboard filled with a pie chart discussing 'UGC Types', while the others are seated at a table. Laptops and documents are in use, with a large screen displaying an online interface in the background. The room has acoustic wall panels and a neat, modern design.
Several people are gathered around a table, appearing to be engaged in a collaborative task or discussion. One person is using a camera on the left side of the image, possibly recording the activity. The room has wooden furniture, a tiled floor, and there are electronic devices and bottles of water on the tables. The atmosphere seems focused and productive.
Several people are gathered around a table, appearing to be engaged in a collaborative task or discussion. One person is using a camera on the left side of the image, possibly recording the activity. The room has wooden furniture, a tiled floor, and there are electronic devices and bottles of water on the tables. The atmosphere seems focused and productive.
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.
Two individuals are engaged in a collaborative setting. One person is holding a smartphone displaying a website, and the other is seated at a table with a laptop open, showing a job preference page. They seem to be reviewing or comparing information on both devices.
Two individuals are engaged in a collaborative setting. One person is holding a smartphone displaying a website, and the other is seated at a table with a laptop open, showing a job preference page. They seem to be reviewing or comparing information on both devices.
A group of people are gathered around a table covered with papers, pens, and sticky notes. They appear to be engaged in a collaborative activity or workshop, focused and discussing ideas. The setting suggests an indoor environment with shelves and posters in the background.
A group of people are gathered around a table covered with papers, pens, and sticky notes. They appear to be engaged in a collaborative activity or workshop, focused and discussing ideas. The setting suggests an indoor environment with shelves and posters in the background.
Two people with light-colored shirts are interacting with a fish over a net, possibly conducting some form of survey or research on the fish using tools such as a syringe.
Two people with light-colored shirts are interacting with a fish over a net, possibly conducting some form of survey or research on the fish using tools such as a syringe.

Curated datasets for expert reviews and quantitative benchmarks.

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We specialize in mixed-methods approaches, combining quantitative benchmarks with qualitative expert reviews to create domain-specific datasets with human-annotated ground truths for enhanced accuracy and reliability.

A group of people are sitting around two tables in a covered outdoor area, engaged in discussion. Some participants are wearing masks, and various electronic devices and papers are on the tables. The setting appears casual and informal.
A group of people are sitting around two tables in a covered outdoor area, engaged in discussion. Some participants are wearing masks, and various electronic devices and papers are on the tables. The setting appears casual and informal.

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Data Insights

Combining quantitative benchmarks with qualitative expert reviews for accuracy.

A person is using a smartphone and a laptop simultaneously. The smartphone screen shows a grid of photos, possibly a photo gallery or social media app. The laptop screen displays a similar photo interface. Both devices are being used casually, possibly to edit or upload pictures. The background is a white, textured brick wall.
A person is using a smartphone and a laptop simultaneously. The smartphone screen shows a grid of photos, possibly a photo gallery or social media app. The laptop screen displays a similar photo interface. Both devices are being used casually, possibly to edit or upload pictures. The background is a white, textured brick wall.
Model Evaluation

Assessing model performance through accuracy, bias, and robustness metrics.

A dimly lit study setup with a laptop displaying a diagrammatic sketch with arrows and labels. Beside the laptop is a notebook filled with handwritten notes, a calculator, and a pen resting on top.
A dimly lit study setup with a laptop displaying a diagrammatic sketch with arrows and labels. Beside the laptop is a notebook filled with handwritten notes, a calculator, and a pen resting on top.
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Incorporating human insights for usability and risk assessment in outputs.

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