Beneath the tip of the iceberg: Current challenges and new directions in sentiment analysis research

S Poria, D Hazarika, N Majumder… - IEEE transactions on …, 2020 - ieeexplore.ieee.org
Sentiment analysis as a field has come a long way since it was first introduced as a task
nearly 20 years ago. It has widespread commercial applications in various domains like …

Knowledge-guided aspect-based summarization

Z Luo - 2023 International Conference on Communications …, 2023 - ieeexplore.ieee.org
Contextualized pre-trained models, such as BERT [1] and BART [2], have shown great
potential in various NLP tasks, pushing the state-of-the-art results to a new level. Although …

Can we automate scientific reviewing?

W Yuan, P Liu, G Neubig - Journal of Artificial Intelligence Research, 2022 - jair.org
The rapid development of science and technology has been accompanied by an
exponential growth in peer-reviewed scientific publications. At the same time, the review of …

Unveiling consumer preferences in automotive reviews through aspect-based opinion generation

Y Liu, J Shi, F Huang, J Hou, C Zhang - Journal of Retailing and Consumer …, 2024 - Elsevier
Unveiling consumer preferences in online reviews is receiving increasing attention. While
most existing approaches for consumer preferences have achieved significant …

[HTML][HTML] Exploring the efficacy of large language models in summarizing mental health counseling sessions: benchmark study

PK Adhikary, A Srivastava, S Kumar, SM Singh… - JMIR Mental …, 2024 - mental.jmir.org
Background Comprehensive session summaries enable effective continuity in mental health
counseling, facilitating informed therapy planning. However, manual summarization …

Wikiasp: A dataset for multi-domain aspect-based summarization

H Hayashi, P Budania, P Wang, C Ackerson… - Transactions of the …, 2021 - direct.mit.edu
Aspect-based summarization is the task of generating focused summaries based on specific
points of interest. Such summaries aid efficient analysis of text, such as quickly …

ASPECTNEWS: Aspect-oriented summarization of news documents

O Ahuja, J Xu, A Gupta, K Horecka, G Durrett - arxiv preprint arxiv …, 2021 - arxiv.org
Generic summaries try to cover an entire document and query-based summaries try to
answer document-specific questions. But real users' needs often fall in between these …

Sliding selector network with dynamic memory for extractive summarization of long documents

P Cui, L Hu - Proceedings of the 2021 Conference of the North …, 2021 - aclanthology.org
Neural-based summarization models suffer from the length limitation of text encoder. Long
documents have to been truncated before they are sent to the model, which results in huge …

MASSW: A new dataset and benchmark tasks for ai-assisted scientific workflows

X Zhang, Y **e, J Huang, J Ma, Z Pan, Q Liu… - arxiv preprint arxiv …, 2024 - arxiv.org
Scientific innovation relies on detailed workflows, which include critical steps such as
analyzing literature, generating ideas, validating these ideas, interpreting results, and …