ChargeBD constructs a 500-question ESS-LLM Benchmark from 50 RFB tasks and evaluates 16 MBTI-inspired persona agents on DeepSeek-V3-Plus to create capability and cognitive advantage matrices for guided battery engineering.
SLM-MATRIX: a multi-agent trajectory reason- ing and verification framework for enhancing language models in materials data extraction.npj Computational Materials2025, 11, 241
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ChargeBD: Character-Aware Heterogeneous Agent Reasoning for Guided Engineering in Battery Development
ChargeBD constructs a 500-question ESS-LLM Benchmark from 50 RFB tasks and evaluates 16 MBTI-inspired persona agents on DeepSeek-V3-Plus to create capability and cognitive advantage matrices for guided battery engineering.