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Aspect-conditioned Similarity on ASPECTSIM Sentence Level 1.0 (test)

0.576MPNet ScoreASPECTSIM
0.017520.162510.30750.45249Jan 6, 2026

Evaluation results

MethodLinks
ASPECTSIMLLM Backbone=Qwen-2.5-32B2026.010.5760.5760.5880.5860.5890.5940.590.5860.5860.586
ASPECTSIMLLM Backbone=LLaMA-3.3-70B2026.010.5750.5760.5910.5850.5910.5960.5920.5910.5880.587
ASPECTSIMLLM Backbone=Qwen-2.5-72B2026.010.5730.5720.5910.5860.5870.5910.590.5880.5880.585
ASPECTSIMLLM Backbone=Qwen-3-8B2026.010.5710.5670.5830.5770.5810.5840.5820.580.5770.578
ASPECTSIMLLM Backbone=Qwen-2.5-14B2026.010.5660.5660.5790.5780.5770.5820.5790.5770.5760.576
ASPECTSIMLLM Backbone=Phi-4-14B2026.010.5630.5630.580.5770.580.5840.580.5770.5750.576
ASPECTSIMLLM Backbone=Qwen-2.5-72B2026.010.5610.5630.5740.5680.5780.5760.5710.5730.5720.571
ASPECTSIMLLM Backbone=Qwen-3-4B2026.010.5570.5570.570.5660.5660.5690.570.570.5660.566
ASPECTSIMLLM Backbone=Phi-4-14B2026.010.5570.5560.5690.5650.5770.5760.5670.5720.5650.567
ASPECTSIMLLM Backbone=DeepSeek-14B2026.010.5560.5520.5690.5680.5710.5740.5690.5670.5670.566
ASPECTSIMLLM Backbone=DeepSeek-32B2026.010.5530.5540.5710.5660.5690.5720.5730.5660.5670.566
ASPECTSIMLLM Backbone=Qwen-2.5-14B2026.010.5510.5480.5620.5570.5710.5680.5640.5620.560.56
ASPECTSIMLLM Backbone=Gemma-2-27B2026.010.5490.5490.5740.5660.5680.5730.5720.5710.5670.566
ASPECTSIMLLM Backbone=Qwen-3-8B2026.010.5480.5460.5570.5520.5610.560.5570.5580.5550.555
ASPECTSIMLLM Backbone=Qwen-2.5-32B2026.010.5470.5460.5620.5530.5710.5670.5580.5650.5590.559
ASPECTSIMLLM Backbone=DeepSeek-32B2026.010.5460.5430.5560.5510.5620.5590.5570.5550.5540.554
ASPECTSIMLLM Backbone=Gemma-3-12B2026.010.5310.5340.5550.5470.5550.5610.5560.5540.5520.549
ASPECTSIMLLM Backbone=LLaMA-3.3-70B2026.010.530.5280.5440.5370.5510.5490.540.5440.5420.541
ASPECTSIMLLM Backbone=Qwen-3-4B2026.010.5140.5120.5230.520.5350.5310.5250.5270.5190.523
ASPECTSIMLLM Backbone=Gemma-3-12B2026.010.5110.5110.5280.520.5430.5420.5240.5350.5280.527
ASPECTSIMLLM Backbone=Mistral-7B2026.010.5010.5020.5190.5120.5230.5270.5220.5230.5160.516
ASPECTSIMLLM Backbone=Gemma-2-27B2026.010.4990.5040.5230.5120.5310.5310.5130.5320.5210.518
ASPECTSIMLLM Backbone=Phi-4-4B2026.010.4750.4760.4870.4820.4830.4840.4850.4840.4830.482
ASPECTSIMLLM Backbone=DeepSeek-14B2026.010.4670.4670.480.4750.4870.4850.480.4820.4790.478
ASPECTSIMLLM Backbone=Mistral-7B2026.010.4550.4540.4710.4630.4880.4830.4670.4760.4660.469
ASPECTSIMLLM Backbone=LLaMA-3.2-3B2026.010.4440.4550.4660.4620.4690.4750.4660.4710.4660.464
ASPECTSIMLLM Backbone=LLaMA-3.2-3B2026.010.3880.390.4020.3960.4060.4040.3970.3950.3950.397
ASPECTSIMLLM Backbone=Phi-4-4B2026.010.3490.3510.3550.3540.360.360.3560.3520.3550.355
ASPECTSIMLLM Backbone=LLaMA-3.2-1B2026.010.0970.1090.1070.1050.1110.1090.1040.1180.1110.107
ASPECTSIMLLM Backbone=Gemma-3-1B2026.010.0920.0950.1130.1070.1090.1070.1050.1080.1020.104
ASPECTSIMLLM Backbone=Gemma-3-1B2026.010.0680.0550.0610.0560.0710.0690.0450.0510.0450.058
ASPECTSIMLLM Backbone=LLaMA-3.2-1B2026.010.0390.0580.0580.0430.0590.0540.0480.0690.0610.054