A survey on dialogue summarization: Recent advances and new frontiers
Dialogue summarization aims to condense the original dialogue into a shorter version
covering salient information, which is a crucial way to reduce dialogue data overload …
covering salient information, which is a crucial way to reduce dialogue data overload …
A brief survey on recent advances in coreference resolution
The task of resolving repeated objects in natural languages is known as coreference
resolution, and it is an important part of modern natural language processing. It is classified …
resolution, and it is an important part of modern natural language processing. It is classified …
A survey on semantic processing techniques
Semantic processing is a fundamental research domain in computational linguistics. In the
era of powerful pre-trained language models and large language models, the advancement …
era of powerful pre-trained language models and large language models, the advancement …
CONFIT: Toward faithful dialogue summarization with linguistically-informed contrastive fine-tuning
Factual inconsistencies in generated summaries severely limit the practical applications of
abstractive dialogue summarization. Although significant progress has been achieved by …
abstractive dialogue summarization. Although significant progress has been achieved by …
Controllable neural dialogue summarization with personal named entity planning
In this paper, we propose a controllable neural generation framework that can flexibly guide
dialogue summarization with personal named entity planning. The conditional sequences …
dialogue summarization with personal named entity planning. The conditional sequences …
Discoscore: Evaluating text generation with bert and discourse coherence
Recently, there has been a growing interest in designing text generation systems from a
discourse coherence perspective, eg, modeling the interdependence between sentences …
discourse coherence perspective, eg, modeling the interdependence between sentences …
Improving automatic summarization for browsing longform spoken dialog
Longform spoken dialog delivers rich streams of informative content through podcasts,
interviews, debates, and meetings. While production of this medium has grown …
interviews, debates, and meetings. While production of this medium has grown …
Dialogue summarization with static-dynamic structure fusion graph
Dialogue, the most fundamental and specially privileged arena of language, gains
increasing ubiquity across the Web in recent years. Quickly going through the long dialogue …
increasing ubiquity across the Web in recent years. Quickly going through the long dialogue …
Doctime: A document-level temporal dependency graph parser
We introduce DocTime-a novel temporal dependency graph (TDG) parser that takes as input
a text document and produces a temporal dependency graph. It outperforms previous BERT …
a text document and produces a temporal dependency graph. It outperforms previous BERT …
Analyzing and evaluating faithfulness in dialogue summarization
Dialogue summarization is abstractive in nature, making it suffer from factual errors. The
factual correctness of summaries has the highest priority before practical applications. Many …
factual correctness of summaries has the highest priority before practical applications. Many …