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Property Prediction on PolyBench (test)

0.98rPolyLM (ChemLLM-7B)
0.03360.27930.5250.7707Jan 22, 2026

Evaluation results

MethodLinks
PolyLM (ChemLLM-7B)category=PolyBench, CoT=false2026.010.9819.9
PolyLM (ChemLLM-7B)category=PolyBench, CoT=true2026.010.9820.3
PolyLM (Qwen-2.5-14B)category=PolyBench, CoT=true2026.010.9821.7
PolyLM (Phi-4-14B)category=PolyBench, CoT=false2026.010.9816.8
PolyLM (Phi-4-14B)category=PolyBench, CoT=true2026.010.9818.1
GPT-4ocategory=Closed-source2026.010.9822.7
Sonnetcategory=Closed-source2026.010.9820.5
PolyLM (Qwen-2.5-14B)category=PolyBench, CoT=false2026.010.9737.5
GPT-5category=Closed-source2026.010.9716.47
Qwen-2.5-14Bcategory=Off-the-shelf2026.010.9348.8
PolyLM (Qwen-2.5-7B)category=PolyBench, CoT=false2026.010.9339.5
Phi-4-14Bcategory=Off-the-shelf2026.010.9146.2
PolyLM (Qwen-2.5-7B)category=PolyBench, CoT=true2026.010.9147.1
4o-Minicategory=Closed-source2026.010.8155.1
Qwen-2.5-7Bcategory=Off-the-shelf2026.010.7873.6
ChemLLM-7Bcategory=Domain aligned2026.010.7678
Llamole-8Bcategory=Domain aligned2026.010.13—
ether0-24Bcategory=Domain aligned2026.010.1—
LlaSMol-8Bcategory=Domain aligned2026.010.07181.7