In this paper,the main control methods of soft rot of Amorphophallus konjac are reviewed,with a focus on the current research status of using plant growth promoting rhizobacteria for biological control of soft rot of ...In this paper,the main control methods of soft rot of Amorphophallus konjac are reviewed,with a focus on the current research status of using plant growth promoting rhizobacteria for biological control of soft rot of A.konjac,and future research directions are looked forward to.展开更多
Knowledge plays an essential role in inference,but is less explored by previous works in the Natural Language Inference(NLI)task.Although traditional neural models obtained impressive performance on standard benchmark...Knowledge plays an essential role in inference,but is less explored by previous works in the Natural Language Inference(NLI)task.Although traditional neural models obtained impressive performance on standard benchmarks,they often encounter performance degradation when being applied to knowledge-intensive domains like medicine and science.To address this problem and further fill the knowledge gap,we present a simple Evidence-Based Inference Model(EBIM)to integrate clues collected from knowledge graphs as evidence for inference.To effectively incorporate the knowledge,we propose an efficient approach to retrieve paths in knowledge graphs as clues and then prune them to avoid involving too much irrelevant noise.In addition,we design a specialized CNN-based encoder according to the structure of clues to better model them.Experiments show that the proposed encoder outperforms strong baselines,and our EBIM model outperforms other knowledge-based approaches on the SciTail benchmark and establishes a new state-of-the-art performance on the MedNLI dataset.展开更多
基金Joint Special Project for Basic Research of Local Undergraduate Universities in Yunnan Province(202101BA070001-057)2021 Provincial College Student Innovation and Entrepreneurship Training Program Project in Yunnan Province(202111393018)Science Research Fund Project of Yunnan Provincial Department of Education(2022Y705,2023Y0857,2023Y0859).
文摘In this paper,the main control methods of soft rot of Amorphophallus konjac are reviewed,with a focus on the current research status of using plant growth promoting rhizobacteria for biological control of soft rot of A.konjac,and future research directions are looked forward to.
基金This work is supported by Basic Research Funds for Higher Education Institution in Heilongjiang Province(Fundamental Research Project,Grant No.2020-KYYWF-1011).
文摘Knowledge plays an essential role in inference,but is less explored by previous works in the Natural Language Inference(NLI)task.Although traditional neural models obtained impressive performance on standard benchmarks,they often encounter performance degradation when being applied to knowledge-intensive domains like medicine and science.To address this problem and further fill the knowledge gap,we present a simple Evidence-Based Inference Model(EBIM)to integrate clues collected from knowledge graphs as evidence for inference.To effectively incorporate the knowledge,we propose an efficient approach to retrieve paths in knowledge graphs as clues and then prune them to avoid involving too much irrelevant noise.In addition,we design a specialized CNN-based encoder according to the structure of clues to better model them.Experiments show that the proposed encoder outperforms strong baselines,and our EBIM model outperforms other knowledge-based approaches on the SciTail benchmark and establishes a new state-of-the-art performance on the MedNLI dataset.
