LimGen: Probing the LLMs for Generating Suggestive Limitations of Research Papers

arXiv:2403.15529v1 Announce Type: new
Abstract: Examining limitations is a crucial step in the scholarly research reviewing process, revealing aspects where a study might lack decisiveness or require enhancement. This aids readers in considering broader implications for further research. In this article, we present a novel and challenging task of Suggestive Limitation Generation (SLG) for research papers. We compile a dataset called LimGen, encompassing 4068 research papers and their associated limitations from the ACL anthology. We investigate several approaches to harness …

arxiv cs.ai cs.cl cs.ir limitations llms papers research research papers type