HumanLLM builds a cognitive-pattern benchmark from 12,000 papers and 11,359 scenarios, achieving r=0.90 human alignment and demonstrating that an 8B model trained on pattern interactions beats a 32B baseline on multi-pattern dynamics.
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HumanLLM: Benchmarking and Improving LLM Anthropomorphism via Human Cognitive Patterns
HumanLLM builds a cognitive-pattern benchmark from 12,000 papers and 11,359 scenarios, achieving r=0.90 human alignment and demonstrating that an 8B model trained on pattern interactions beats a 32B baseline on multi-pattern dynamics.