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cs.CL2026
Beyond Benchmark Accuracy: A Diagnostic Test for LLM Chemical Prediction
Yanyi Su, Yu Zeng, Hongshuai Wang +3
LLMs have achieved strong performance on chemical prediction benchmarks. However, existing evaluation methods typically provide target entity identity information directly, making…
cs.CL2026
NOSE: Neural Olfactory-Semantic Embedding with Tri-Modal Orthogonal Contrastive Learning
Yanyi Su, Hongshuai Wang, Zhifeng Gao +1
Olfaction lies at the intersection of chemical structure, neural encoding, and linguistic perception, yet existing representation methods fail to fully capture this pathway. Curren…