Papers by Nghia Duong-Trung
SLM-Bench: A Comprehensive Benchmark of Small Language Models on Environmental Impacts (2025.findings-emnlp)
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| Challenge: | SLMs offer computational efficiency and accessibility, yet a systematic evaluation of their performance and environmental impact remains lacking. |
| Approach: | SLM-Bench evaluates 15 SLMs on 9 NLP tasks using 23 datasets . compared accuracy, computational efficiency, and sustainability metrics . |
| Outcome: | SLM-Bench evaluates 15 SLMs on 9 NLP tasks using 23 datasets spanning 14 domains. |
Transforming Brainwaves into Language: EEG Microstates Meet Text Embedding Models for Dementia Detection (2025.acl-srw)
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| Challenge: | Dementia is recognised as the seventh leading cause of mortality globally and plays a major role in increasing disability and dependence among older adults. |
| Approach: | They propose to represent electroencephalography microstates as symbolic, language-like sequences and use text embedding and time-series deep learning models for classification. |
| Outcome: | The proposed method achieves a high accuracy of 94.31% on 1001 EEG data from multiple countries and eliminates fixed configurations and costly/invasive modalities. |