Language models for online depression detection: A review and benchmark analysis on remote interviews

R Qin, R Cook, K Yang, A Abbasi, D Dobolyi… - ACM Transactions on …, 2024 - dl.acm.org
The use of machine learning (ML) to detect depression in online settings has emerged as an
important health and wellness use case. In particular, the use of deep learning methods for …

Mitigating idiom inconsistency: A multi-Semantic Contrastive Learning Method for Chinese idiom reading comprehension

M Wu, Y Hu, Y Zhang, Z Zhi, G Su, Y Sha - Proceedings of the AAAI …, 2024 - ojs.aaai.org
Chinese idioms pose a significant challenge for machine reading comprehension due to
their metaphorical meanings often diverging from their literal counterparts, leading to …

Outeffhop: A principled outlier-efficient attention layer from dense associative memory models

H Luo, JYC Hu, PH Chang, HY Chen, W Li… - Workshop on Efficient …, 2024 - openreview.net
We introduce a principled approach to Outlier-Efficient Attention Layers via associative
memory models to reduce outlier emergence in large transformer-based model. Our main …

Tiny-Align: Bridging Automatic Speech Recognition and Large Language Model on the Edge

R Qin, D Liu, G Xu, Z Yan, C Xu, Y Hu, XS Hu… - arXiv preprint arXiv …, 2024 - arxiv.org
The combination of Large Language Models (LLM) and Automatic Speech Recognition
(ASR), when deployed on edge devices (called edge ASR-LLM), can serve as a powerful …

SMUTF: Schema Matching Using Generative Tags and Hybrid Features

Y Zhang, M Di, H Luo, C Xu, RTH Tsai - arXiv preprint arXiv:2402.01685, 2024 - arxiv.org
We introduce SMUTF, a unique approach for large-scale tabular data schema matching
(SM), which assumes that supervised learning does not affect performance in open-domain …

融合释义与双向交互的成语阅读理解方法研究.

温雪岩, 谷训开, 李祯, 黄英来… - Journal of Guangxi …, 2023 - search.ebscohost.com
中文成语有着独特的抽象语义. 在机器阅读理解任务中, 为了解决模型不能充分理解成语含义的
问题, 本文提出一种完形填空式匹配网络. 匹配网络将成语与其词典释义以注意力交互的方式 …

Open-Ended Multi-Modal Relational Reasoning for Video Question Answering

H Luo, R Qin, C Xu, G Ye, Z Luo - 2023 32nd IEEE International …, 2023 - ieeexplore.ieee.org
In this paper, we introduce a robotic agent specifically designed to analyze external
environments and address participants' questions. The primary focus of this agent is to assist …