How Good is the Model in Model-in-the-loop Event Coreference Resolution Annotation?

Annotating cross-document event coreference links is a time-consuming and cognitively demanding task that can compromise annotation quality and efficiency. To address this, we propose a model-in-the-loop annotation approach for event coreference resolution, where a machine learning model suggests likely corefering event pairs only. We evaluate the effectiveness of this approach by first simulating the annotation process and then, using a novel annotator-centric Recall-Annotation effort trade-off metric, we compare the results of various underlying models and datasets. We finally present a method for obtaining 97\% recall while substantially reducing the workload required by a fully manual annotation process. Code and data can be found at https://github.com/ahmeshaf/model_in_corefComment: The 17th Liguistics Annotation Workshop, 2023 (LAW-XVII) short paper. 10 pages, 6 figures, 1 tabl

State Control and the Effects of Foreign Relations on Bilateral Trade

Do states use trade to reward and punish partners? WTO rules and the pressures of globalization restrict states’ capacity to manipulate trade policies, but we argue that governments can link political goals with economic outcomes using less direct avenues of influence over firm behavior. Where governments intervene in markets, politicization of trade is likely to occur. In this paper, we examine one important form of government control: state ownership of firms. Taking China and India as examples, we use bilateral trade data by firm ownership type, as well as measures of bilateral political relations based on diplomatic events and UN voting to estimate the effect of political relations on import and export flows. Our results support the hypothesis that imports controlled by state-owned enterprises (SOEs) exhibit stronger responsiveness to political relations than imports controlled by private enterprises. A more nuanced picture emerges for exports; while India’s exports through SOEs are more responsive to political tensions than its flows through private entities, the opposite is true for China. This research holds broader implications for how we should think about the relationship between political and economic relations going forward, especially as a number of countries with partially state-controlled economies gain strength in the global economy

Railway Systems and the 'Universal Good of the State': Technologies of Government in the 19th-Century Papal State

Informed by Foucault’s concept of governmentality, the paper focuses on nineteenth-century General Commissariat for the Railroad Industry in the Papal State. Unlike in liberal States, where government intervention in the affairs of railway companies was limited, the pressing need to reinforce the Pope’s pastoral power, strengthen the bond between the believers and the Holy See and ensure equity and the efficiency of the new infrastructure meant that the Commissariat acted as a governmental centre of calculation. Accounting technologies in the form of budgets, cost accounting systems and penetrating audits enabled the government to intervene in the operations of private railway companies. The study analyses the role of accounting and auditing practices in the pursuit of non-liberal goals in an industry which is traditionally perceived as critical to the development of a liberal economy, one in which accounting was traditionally used to maintain investors’ confidence in the capitalist system

Hopefull travellers Jewish migrants and settlers in nineteenth century Britain

SIGLEAvailable from British Library Document Supply Centre- DSC:7752.554(LMJL-RP--2) / BLDSC - British Library Document Supply CentreGBUnited Kingdo