lfm_complete_code / benchmark_report.txt
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COUNSELOR MODEL BENCHMARK REPORT
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PERFORMANCE COMPARISON:
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LENGTH_SCORE:
Base Model: 0.809 (±0.153)
Fine-tuned Model: 0.840 (±0.174)
Improvement: +3.8%
QUESTION_SCORE:
Base Model: 0.660 (±0.474)
Fine-tuned Model: 0.850 (±0.357)
Improvement: +28.8%
SUPPORT_SCORE:
Base Model: 0.248 (±0.184)
Fine-tuned Model: 0.088 (±0.124)
Improvement: -64.5%
EMPATHY_SCORE:
Base Model: 0.262 (±0.086)
Fine-tuned Model: 0.152 (±0.114)
Improvement: -42.0%
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OVERALL PERFORMANCE:
Base Model: 0.495
Fine-tuned Model: 0.483
Overall Improvement: -2.5%
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