A comprehensive survey on process-oriented automatic text summarization with exploration of llm-based methods
H Jin, Y Zhang, D Meng, J Wang, J Tan - arXiv preprint arXiv:2403.02901, 2024 - arxiv.org
Automatic Text Summarization (ATS), utilizing Natural Language Processing (NLP)
algorithms, aims to create concise and accurate summaries, thereby significantly reducing …
algorithms, aims to create concise and accurate summaries, thereby significantly reducing …
Complex QA and language models hybrid architectures, Survey
This paper reviews the state-of-the-art of language models architectures and strategies for"
complex" question-answering (QA, CQA, CPS) with a focus on hybridization. Large …
complex" question-answering (QA, CQA, CPS) with a focus on hybridization. Large …
Benchmarking generation and evaluation capabilities of large language models for instruction controllable summarization
While large language models (LLMs) already achieve strong performance on standard
generic summarization benchmarks, their performance on more complex summarization …
generic summarization benchmarks, their performance on more complex summarization …
Large language models meet nlp: A survey
While large language models (LLMs) like ChatGPT have shown impressive capabilities in
Natural Language Processing (NLP) tasks, a systematic investigation of their potential in this …
Natural Language Processing (NLP) tasks, a systematic investigation of their potential in this …
Qontsum: On contrasting salient content for query-focused summarization
S Sotudeh, N Goharian - arXiv preprint arXiv:2307.07586, 2023 - arxiv.org
Query-focused summarization (QFS) is a challenging task in natural language processing
that generates summaries to address specific queries. The broader field of Generative …
that generates summaries to address specific queries. The broader field of Generative …
Controllable Text Summarization: Unraveling Challenges, Approaches, and Prospects--A Survey
Generic text summarization approaches often fail to address the specific intent and needs of
individual users. Recently, scholarly attention has turned to the development of …
individual users. Recently, scholarly attention has turned to the development of …
Teach me how to improve my argumentation skills: A survey on feedback in argumentation
C Guerraoui, P Reisert, N Inoue, FS Mim… - arXiv preprint arXiv …, 2023 - arxiv.org
The use of argumentation in education has been shown to improve critical thinking skills for
end-users such as students, and computational models for argumentation have been …
end-users such as students, and computational models for argumentation have been …
Socratic Reasoning Improves Positive Text Rewriting
Reframing a negative into a positive thought is at the crux of several cognitive approaches to
mental health and psychotherapy that could be made more accessible by large language …
mental health and psychotherapy that could be made more accessible by large language …
Improving Query-Focused Meeting Summarization with Query-Relevant Knowledge
Query-Focused Meeting Summarization (QFMS) aims to generate a summary of a given
meeting transcript conditioned upon a query. The main challenges for QFMS are the long …
meeting transcript conditioned upon a query. The main challenges for QFMS are the long …
Long Dialog Summarization: An Analysis
Dialog summarization has become increasingly important in managing and comprehending
large-scale conversations across various domains. This task presents unique challenges in …
large-scale conversations across various domains. This task presents unique challenges in …