LingBench++ adds stepwise reasoning evaluation, typological metadata, and a retrieval-augmented multi-agent framework to IOL-style linguistic puzzles, but the claimed gains rest on unreplicated single-run experiments.
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LingBench++: A Linguistically-Informed Benchmark and Reasoning Framework for Multi-Step and Cross-Cultural Inference with LLMs
LingBench++ adds stepwise reasoning evaluation, typological metadata, and a retrieval-augmented multi-agent framework to IOL-style linguistic puzzles, but the claimed gains rest on unreplicated single-run experiments.