MIRB, a unified benchmark of four math retrieval tasks across 12 datasets, shows current retrieval models score far lower on premise retrieval than on semantic retrieval, and cross-encoder rerankers often hurt.
The Math Retrieval System of ICST for NTCIR-12 MathIR Task
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MIRB: Mathematical Information Retrieval Benchmark
MIRB, a unified benchmark of four math retrieval tasks across 12 datasets, shows current retrieval models score far lower on premise retrieval than on semantic retrieval, and cross-encoder rerankers often hurt.