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Tao Xijia

PROFILE

Tao Xijia

In February 2026, Cielll Tao developed the MMSearch-Plus VQA Task for the EvolvingLMMs-Lab/lmms-eval repository, focusing on enhancing multimodal visual reasoning for browsing agents. Using Python and leveraging skills in data processing and machine learning, Cielll designed and implemented a structured dataset alongside comprehensive evaluation metrics to enable rigorous assessment of agent performance. This work addressed the need for measurable and reproducible multimodal evaluation, laying a foundation for future improvements in the toolkit. The feature was delivered without major bugs, reflecting careful engineering and attention to detail, and aligned with the broader roadmap for robust multimodal software development and assessment.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

1Total
Bugs
0
Commits
1
Features
1
Lines of code
436
Activity Months1

Work History

February 2026

1 Commits • 1 Features

Feb 1, 2026

February 2026: Key feature delivered in lmms-eval with MMSearch-Plus VQA Task to enhance multimodal visual reasoning for browsing agents. Implemented a structured dataset and accompanying evaluation metrics to enable rigorous assessment. All changes tracked under the commit f52b48c437ea5fd7aab038dcb9f6fb6fa838d58a (Add MMSearch-Plus (#1054)). Impact includes stronger multimodal capabilities, measurable evaluation, and alignment with the roadmap for robust multimodal tooling. No major bugs reported this month.

Activity

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Quality Metrics

Correctness100.0%
Maintainability80.0%
Architecture100.0%
Performance80.0%
AI Usage60.0%

Skills & Technologies

Programming Languages

Python

Technical Skills

data processingimage processingmachine learningnatural language processingsoftware development

Repositories Contributed To

1 repo

Overview of all repositories you've contributed to across your timeline

EvolvingLMMs-Lab/lmms-eval

Feb 2026 Feb 2026
1 Month active

Languages Used

Python

Technical Skills

data processingimage processingmachine learningnatural language processingsoftware development

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