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20212026
most citedKnowledge-Aware Neural Networks for Medical Forum Question Classification

11 citations · 11 across the 5 of their papers we have counts for

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8 papers · 1 filter

cs.CL2026

Last Translation Benchmark

Vilém Zouhar, Niyati Bafna, Mukund Choudhary +241

For scientific progress, we need benchmarks that test the limits of state-of-the-art models, and evaluation methods that inform us about failure cases. As models get stronger, stan…

cs.CL2026

Graph2Counsel: Clinically Grounded Synthetic Counseling Dialogue Generation from Client Psychological Graphs

Aishik Mandal, Hiba Arnaout, Clarissa W. Ong +5

Rising demand for mental health support has increased interest in using Large Language Models (LLMs) for counseling, but adapting them to this safety-critical domain is hindered by…

cs.CL20251 cited

MAGneT: Coordinated Multi-Agent Generation of Synthetic Multi-Turn Mental Health Counseling Sessions

Aishik Mandal, Tanmoy Chakraborty, Iryna Gurevych

The growing demand for scalable psychological counseling highlights the need for high-quality, privacy-compliant data, yet such data remains scarce. Here we introduce MAGneT, a nov…

cs.CL2025

A Comprehensive Review of Datasets for Clinical Mental Health AI Systems

Aishik Mandal, Prottay Kumar Adhikary, Hiba Arnaout +2

Mental health disorders are rising worldwide. However, the availability of trained clinicians has not scaled proportionally, leaving many people without adequate or timely support.…

cs.CL2025

CaMMT: Benchmarking Culturally Aware Multimodal Machine Translation

Emilio Villa-Cueva, Sholpan Bolatzhanova, Diana Turmakhan +32

Translating cultural content poses challenges for machine translation systems due to the differences in conceptualizations between cultures, where language alone may fail to convey…

cs.CL2025

Enhancing Depression Detection via Question-wise Modality Fusion

Aishik Mandal, Dana Atzil-Slonim, Thamar Solorio +1

Depression is a highly prevalent and disabling condition that incurs substantial personal and societal costs. Current depression diagnosis involves determining the depression sever…