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October 28, 2026 ai_technology community

[R] Taking EmbeddingGemma-2 (577M) from Rank #26 to #1 on the MAEB audio benchmark by filling its 256d null space with PCA-reduced intermediate Conformer layers (zero training) [R]

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Overview

Model & weights: BrunoHays/embeddinggemma-2-nullspace-audio I wanted to share an experiment on google/embeddinggemma-2 (577M) for MAEB, the 30-task audio benchmark on the MTEB leaderboard . By projecting intermediate Conformer layers into the unused null space of the model's final projection matrix using only PCA, the model's macro score jumps from 49.3% to 54.4% (+5.1 points) , moving from Rank #26 to #1 on MAEB audio-only (and #16 to #1 on full MAEB ), ahead of 8B-9B multimodal mod

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