Papers by Abdullah Mazhar
Measuring What Matters!! Assessing Therapeutic Principles in Mental-Health Conversation (2026.acl-long)
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| Challenge: | Recent systems exhibit conversational competence but lack structured mechanisms to evaluate adherence to core therapeutic principles. |
| Approach: | They propose a framework to evaluate therapist-like responses for clinically grounded appropriateness and effectiveness using an ordinal scale. |
| Outcome: | The proposed framework achieves an F-1 score of 63.34 versus the baseline Qwen3 score of 38.56 . |