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Protein-related instruction tasks on Mol-Instructions

62.09Protein Function ROUGE-LBioMatrix-4B
1.967617.576333.18548.7937Jun 20, 2026

Evaluation results

MethodLinks
BioMatrix-4BProtocol=Tool-Powered Reasoning2026.0662.0968.5673.4673.0660.3656.2280.1979.270.6467.64
BioMatrix-1.7BProtocol=Tool-Powered Reasoning2026.0661.8868.4674.0973.4556.1652.557978.0369.4366.48
BioT5+Protocol=Tool-Powered Reasoning2026.0657——72—53—68—62.5
SciReasoner-data-4BProtocol=Tool-Powered Reasoning, SFT Data=SciReasoner [132], Backbone=CPT model2026.0653.2159.9353.8752.5448.345.4669.0767.657.9554.7
Qwen3 (PFUA)Protocol=Tool-Powered Reasoning2026.0644.2966.4372.3254.1854.9844.2663.641.964.3346.16
Mol-Instructions-7BProtocol=Tool-Powered Reasoning2026.0643——52—46—44—46.25
SciReasoner-data-1.7BProtocol=Tool-Powered Reasoning, SFT Data=SciReasoner [132], Backbone=CPT model2026.0642.949.6748.4146.9952.6649.730.1226.2345.2241.46
DeepSeek-R1Protocol=Tool-Powered Reasoning2026.0638.3159.7147.9534.1548.3634.3658.1135.753.5335.63
Qwen2.5-3B-R1Protocol=Text-based Reasoning2026.0638.0449.161.3346.5451.0141.142.5632.375139.51
Kimi-k2Protocol=Tool-Powered Reasoning2026.0635.7357.9867.6846.939.7628.5660.0836.7856.3836.99
Qwen2.5-3B-SFTProtocol=Supervised Finetuning2026.0630.8540.7441.4534.5242.632.1333.9525.6839.6930.79
BioMedGPT-R1Protocol=Text-based Reasoning2026.0626.835.1627.6422.2230.623.3327.7820.8230.323.29
DeepSeek-R1Protocol=Multi-Source RAG2026.0625.6838.2332.3623.7530.3521.4628.5416.7332.3721.91
Qwen3Protocol=Multi-Source RAG2026.0624.5237.4250.6640.6716.4412.4442.6126.3436.7825.99
DeepSeek-R1Protocol=Online LLM Baseline2026.0619.6826.6521.8618.0226.0919.716.5310.7622.7817.04
Kimi-k2Protocol=Online LLM Baseline2026.0617.3225.0822.9917.9727.2820.0722.314.824.4117.54
Kimi-k2Protocol=Multi-Source RAG2026.0614.1422.318.5613.1521.6417.1245.4126.4426.9817.71
Qwen3Protocol=Online LLM Baseline2026.0612.6218.5315.9312.2715.1311.2818.5911.9417.0512.03
Prot2TextProtocol=Supervised Finetuning2026.0611.6116.5618.2413.0511.499.3749.1447.3823.8620.35
ProtT3Protocol=Supervised Finetuning2026.0610.8115.4617.3612.4116.8312.2219.4915.9617.2812.85
GPT-OSSProtocol=Tool-Powered Reasoning2026.065——2—2—7—4
BioMedGPTProtocol=Supervised Finetuning2026.064.285.987.976.281.811.814.844.125.154.12