{"version":"desci-nodes-0.2.0","components":[{"id":"root","name":"root","type":"data-bucket","payload":{"cid":"bafybeiby6gfzszszpmltiug3rt4jwxxgl66ssxra6g42qdkrdvrf6zrxpy","path":"root"}},{"id":"5633db72-bc29-4d36-832b-466f9e2aae83","name":"Research Report","type":"pdf","payload":{"url":"bafybeidet5oaadbglulkfwutnggajfziy7owmr536z6mhc63mnxdobpeje","path":"root/factgen-pub.pdf","keywords":["Conditional text generation","Factuality-aware framework","FactGen","Natural language inference","Contrastive ranking loss","Coherence","Fluency","Artificial intelligence","Natural Language Processing","Text Generation"],"description":"This scientific article introduces FactGen, a novel factuality-aware pretraining-finetuning framework for conditional text generation. By utilizing a natural language inference model during the pre-training stage and introducing a contrastive ranking loss during the fine-tuning stage, FactGen achieves fluent and coherent text generation that remains faithful to the source material. Extensive experiments on three conditional text generation tasks demonstrate the effectiveness and generality of this training framework."},"starred":true,"subtype":"research-article"},{"id":"74168171-dabf-409a-8321-04e4f8364155","name":"Version of Record","type":"link","subtype":"other","payload":{"url":"https://doi.org/10.1613/jair.1.14267","path":"root/External Links/Version of Record"},"starred":true}],"authors":[{"name":"Zhibin Lan","role":"Author","googleScholar":"","orcid":""},{"name":"Wei Li","role":"Author","googleScholar":"","orcid":""},{"name":"Jinsong Su","role":"Author","googleScholar":"https://scholar.google.com/citations?hl=en&user=w6qCk3sAAAAJ","orcid":"0000-0001-5606-7122"},{"name":"Xinyan Xiao","role":"Author","googleScholar":"https://scholar.google.com/citations?hl=en&user=lWRYa3wAAAAJ","orcid":""},{"name":"Jiachen Liu","role":"Author","googleScholar":"https://scholar.google.com/citations?hl=en&user=9ClaqP0AAAAJ","orcid":""},{"name":"Wenhao Wu","role":"Author","googleScholar":"https://scholar.google.com/citations?hl=en&user=Kn5d1ckAAAAJ","orcid":""},{"name":"Yajuan Lyu","role":"Author","googleScholar":"https://scholar.google.com/citations?hl=en&user=vLT3OXgAAAAJ","orcid":"0000-0002-1437-0817"}],"title":"FactGen","defaultLicense":"CC BY","researchFields":["Artificial Intelligence"],"dpid":{"prefix":"beta","id":"47"}}