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Task Dimension Prediction on Working Alliance Client Self-Reports (test)

0.5Pearson CorrelationCARE
0.27120.33060.390.4494Feb 24, 2026

Evaluation results

MethodLinks
CARE2026.020.50.491.05
DeepSeek-R1mode=zero-shot2026.020.490.481.17
GPT-4omode=zero-shot2026.020.480.491.62
Llama-3.1-70B-Instructmode=zero-shot2026.020.450.431.32
Claude-3-Sonnetmode=zero-shot2026.020.430.411.47
Qwen2.5-14B-Instructmode=zero-shot2026.020.370.351.76
GPT-4o-minimode=zero-shot2026.020.360.341.11
Qwen2.5-32B-Instructmode=zero-shot2026.020.360.351.83
Llama-3.1-8B-Instructmode=zero-shot2026.020.360.362.33
Qwen2.5-72B-Instructmode=zero-shot2026.020.340.331.62
Human Counselor2026.020.30.281.61
GPT-3.5-Turbomode=zero-shot2026.020.30.291.16
Qwen2.5-7B-Instructmode=zero-shot2026.020.280.271.76