The abstractive uses advanced natural language processing algorithms to generate news headlines using techniques such as paraphrasing, synonymous substitutions, and sentence contractions. The extractive directly selects several important words from the news text and rearranges them to form a news headline 6. NHG model can be divided into two categories: extractive and abstractive.
News headline generation (NHG) 1, 2, 3, 4, 5 has been an important task in natural language processing (NLP), in recent years. The experimental results demonstrate that the proposed method can improve the accuracy and diversity of news headlines. We conducted a comparative experiment on the LCSTS dataset and CSTS dataset. The TD-NHG uses masked multi-head self-attention to learn the feature information of different representation subspaces of news texts and uses decoding selection strategy of top-k, top-p, and punishment mechanisms ( repetition-penalty) in the decoding stage. In this work, we propose a TD-NHG model, which stands for news headline generation based on an improved decoder from the transformer. It is difficult to select the important words in news and reproduce these expressions, resulting in the headline that inaccurately summarizes the news. In June, the vigilance bureau arrested former minister and Congress leader Sadhu Singh Dharamsot on corruption charges.Most of the news headline generation models that use the sequence-to-sequence model or recurrent network have two shortcomings: the lack of parallel ability of the model and easily repeated generation of words.
#Times of india news headline registration
The vigilance department started investigating the case on a complaint by a man identified as Gurpreet Singh.Īccording to the vigilance bureau, it was found that the list of vehicles listed for labour, cartage and transportation works in Ludhiana district included registration numbers of scooters, motorcycles, cars and other vehicles, which were not verified by the officials concerned in the district tender committee due to criminal connivance.Īshu’s arrest came hours after he along with other senior Punjab Congress leaders “presented” themselves at the Vigilance Bureau office in Mohali, saying it could detain any of them as they were fed up with the AAP government in Punjab levelling corruption allegations against them.īharat Bhushan Ashu is the second minister of the previous government in Punjab to be arrested. Vigilance officials said Balasubramanium is on the. Raman Balasubramanium, the former chairman of Ludhiana Improvement Trust who is described as a loyalist of the former minister, was earlier also booked by the Vigilance Bureau in a case of corruption in the sale of the parcels of land. The Vigilance Bureau earlier named Ashu’s personal assistant (PA) Meenu Pankaj Malhotra as an accused.Īshu earlier petitioned the Punjab and Haryana high court for protection against arrest in the case relating to the allotment of labour and transport tenders for lifting grains in July. After high drama, Ashu and Bittu are seen sitting in their own vehicle agreeing to accompany the sleuths to the local vigilance office.Ī government statement later said the former minister was placed under arrest in the August 16 case in which contractors Telu Ram, Jagroop Singh and Sandeep Bhatia besides owners of Gurdas Ram and Company have been booked. “The summons are arriving,” said the official. In a video that went viral on social media, the former minister is seen sitting on a chair in a salon getting his hair cut even as Member of Parliament Ravneet Singh Bittu engages in a heated argument with the vigilance officials as to how they can take the former minister into custody without summons.
LUDHIANA: Amid high drama at a hair salon in posh Civil lines here, sleuths of the Punjab Vigilance Bureau on Monday arrested Punjab Congress working president and former food and supplies minister Bharat Bhushan Ashu for his alleged involvement in a case relating to the food grains transportation tender case.
0 kommentar(er)
