ResearchBenchmarksConcept vector stability on SarcasmFollow0.99Mean Absolute-Cosine SimilarityGCS0.80280.85140.90.9486Jan 29, 2026Evaluation ResultsMethodMethodLinksMean Absolute-Cosine SimilarityBest-Layer Absolute-Cosine SimilarityGCSModel=Qwen2.5-7B-InstructModel=Qwen2.5-7B-Instruct2026.010.991GCSModel=Llama-3.1-8B-Ins...Model=Llama-3.1-8B-Instruct2026.010.981RAPTORModel=Qwen2.5-7B-InstructModel=Qwen2.5-7B-Instruct2026.010.981RAPTORModel=Llama-3.1-8B-Ins...Model=Llama-3.1-8B-Instruct2026.010.921xRFMModel=Llama-3.1-8B-Ins...Model=Llama-3.1-8B-Instruct2026.010.820.84xRFMModel=Qwen2.5-7B-InstructModel=Qwen2.5-7B-Instruct2026.010.810.83