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Retrieval Expands Reasoning and Achieves 27.6 Per Cent Benchmark Performance

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MARVEL delivers a nDCG@10 score of 37. 9 on the MM-BRIGHT benchmark, exceeding the performance of the leading multimodal encoder by over ten points. Until now, vision-language models have struggled with complex reasoning tasks, even falling behind systems processing text alone.

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✦ AI Summary · Claude Sonnet


    Muhammad Rohail T. As a quantum scientist exploring the frontiers of physics and technology. My work focuses on uncovering how quantum mechanics, computing, and emerging technologies are transforming our understanding of reality. I share research-driven insights that make complex ideas in quantum science clear, engaging, and relevant to the modern world. Latest Posts by Muhammad Rohail T.: Quantum Algorithms Unlock Simulations of Neutrino Behaviour in Supernovae April 13, 2026 Quantum Teleportation Fidelity Diminishes with Even Slight Noise Increases April 13, 2026 Limited Squeezing Restricts Power of Quantum Computations with Light April 13, 2026
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    Quantum Zeitgeist
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    ◌ Quantum Computing
    Published
    Apr 13, 2026
    Archived
    Apr 13, 2026
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