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

0.52Pearson RCARE
0.2080.2890.370.451Feb 24, 2026

Evaluation results

MethodLinks
CARE2026.020.520.51
GPT-4omode=zero-shot2026.020.430.42.03
DeepSeek-R1mode=zero-shot2026.020.420.392.36
Llama-3.1-70B-Instructmode=zero-shot2026.020.40.382.2
GPT-4o-minimode=zero-shot2026.020.350.311.27
Claude-3-Sonnetmode=zero-shot2026.020.350.362.09
Qwen2.5-32B-Instructmode=zero-shot2026.020.320.32.51
Human Counselor2026.020.30.271.36
Qwen2.5-14B-Instructmode=zero-shot2026.020.30.282.17
Qwen2.5-72B-Instructmode=zero-shot2026.020.30.291.95
GPT-3.5-Turbomode=zero-shot2026.020.270.242.1
Llama-3.1-8B-Instructmode=zero-shot2026.020.240.242.98
Qwen2.5-7B-Instructmode=zero-shot2026.020.220.212.63