Papers by Lindsay Bertrand
When Can We Trust LLMs in Mental Health? Large-Scale Benchmarks for Reliable LLM Evaluation (2026.eacl-long)
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Abeer Badawi, Elahe Rahimi, Md Tahmid Rahman Laskar, Sheri Grach, Lindsay Bertrand, Lames Danok, Prathiba Dhanesh, Jimmy Huang, Frank Rudzicz, Elham Dolatabadi
| Challenge: | Existing benchmarks for large language models are limited in scale, authenticity, and reliability due to the emotionally complex nature of therapeutic dialogue. |
| Approach: | They propose two benchmarks that provide a framework for evaluating large language models for mental health support. |
| Outcome: | The proposed framework provides a framework for generation and evaluation of large-scale authentic dialogue datasets and judge-reliability assessments. |