Author

Ling-Hao Meng

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Preprint Sep 2026

PAIQ: Patch-Aligned Semantic Injection via Residual Rotation

Language-aligned and self-supervised visual encoders offer complementary strengths in semantic abstraction and spatial detail. Harnessing this complementarity requires enriching local features while retaining distinctions between semantically related patches. We introduce PAIQ, a patch-aligned semantic injection framew...

Pin-Ze Ren, Yu-Wei Zhang, Hao Chen et al. · 0 citations

#natural language process... Preprint Oct 2026

Verification Trap: Understanding Test-Time Selection Failures under False Premises in Code Generation

Test-time compute has become a central way to improve code generation: systems sample multiple candidate programs and use verifier-visible evidence to select the final output. This paradigm implicitly assumes that the verifier provides a corrective signal independent from the generator. We challenge this assumption und...

Feng He, He-Jia Wang, Ling-Hao Meng et al. · 0 citations