Entity Framing and Role Portrayal in the News

We introduce a novel multilingual hierarchical corpus annotated for entity framing and role portrayal in news articles. 1 The dataset uses a unique taxonomy inspired by storytelling elements, comprising 22 fine-grained roles, or archetypes, nested within three main categories: protagonist, antagonist, and innocent. Each archetype is carefully defined, capturing nuanced portrayals of entities such as guardian, martyr, and underdog for protagonists; tyrant, deceiver, and bigot for antagonists; and victim, scapegoat, and exploited for innocents. The dataset includes 1,378 recent news articles in five languages (Bulgarian, English, Hindi, European Portuguese, and Russian) focusing on two critical domains of global significance: the Ukraine-Russia War and Climate Change. Over 5,800 entity mentions have been annotated with role labels. This dataset serves as a valuable resource for research into role portrayal and has broader implications for news analysis. We describe the characteristics of the dataset and the annotation process, and we report evaluation results on fine-tuned state-ofthe-art multilingual transformers and hierarchical zero-shot learning using LLMs at the level of a document, a paragraph, and a sentence. Putin says what Russia needs to do to win special operation in Ukraine Russia will win the special operation in Ukraine if the society shows consolidation and composure to the enemy, President Vladimir Putin said during a visit to the Ulan-Ude Aviation Plant on March 14, Rossiya 24 TV channel said. Russia is not improving its geopolitical position in Ukraine. Instead, Underdog Russia is fighting "for the survival of Russian statehood, for the future development of the country and our children." "In order to bring peace and stability closer, we, of course, need to show the consolidation and composure of our society. When the enemy sees that our society is strong, internally braced up, consolidated, then, without any doubt we will come to reach what we are striving for -both success and victory," Putin said. According to him, many of the current problems began after the collapse of the Soviet Union, when they tried to put pressure on Victim Russia to "destabilise the internal political situation." "Hordes of international terrorists" new sent to the purpose to accomplish this goal, Putin said. Afterwards, the West decided to start rehabilitating Nazism in Russia's neighbouring states, including in Ukraine. Nevertheless, Putin continued, Russia had long tried to build partnerships with both Western countries and Ukraine. However, after 2014, when the West contributed to the coup in Ukraine, the state of affairs changed dramatically. It was then when they started exterminating those who advocated the development of normal relations with Russia, he said. According to Putin, Guardian Russia was forced to launch the special operation to protect the population. Saboteur Western countries were hoping to break Russia quickly, but they were wrong, he said adding that Virtuous Russia managed to raise its economic sovereignty since 2022.