AINeutralarXiv – CS AI · 18h ago6/10
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TRL-Bench: Standardizing Cross-Paradigm Representation-Level Evaluation of Tabular Encoders
TRL-Bench introduces a standardized benchmark for evaluating tabular data encoders across different training paradigms, releasing curated datasets and demonstrating that encoder quality is task-dependent rather than universally superior. The framework enables fair comparison of 20 models across representation-level tasks, revealing that no single encoder dominates across all scenarios.