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The final voting achieved approval by 76% of the experts.
The voting achieved 92% approval and the SoR amounted to 9.4±0.8.
Among all experimented methods, local CRF-based voting achieved the highest overall F-score (90.84%), followed by local SVM-based voting (90.67%).
At the same time, the highest and second highest overall F-scores came from two ensemble methods: majority voting achieved an 89.65% F-score and local CRF-based achieved an 89.42% F-score.
Our system based on majority voting achieved a better F-score of 89.65% (93.91% Precision, 85.76% Recall) than the previously reported F-score of 89.19% (93.78% Precision, 85.03% Recall) by the first-ranked system in the challenge.
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Conversely, party-line or near-party line votes achieved the major achievements of the Obama administration, including the Affordable Care Act and major stimulus and financial regulation laws.
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Kosovo took a major step toward self-rule today, conferring the presidency on the ethnic Albanian leader Ibrahim Rugova in a vote achieved after mediation ended a political stalemate.
However, it is possible purely as a by-product of the system to use the number of keys falling against the party in power to estimate the percentage of the two-party vote achieved by the incumbent party candidate.
The Monster Raving Loony party was as happy as ever with its day in the sun, although its co-leader Howling Lord Hope, who shares office with his cat Cat Mandu failed to come anywhere near the high point of 1,114 votes achieved by his predecessor Screaming Lord Sutch at the 1994 by-election in nearby Rotherham.
Following the local election results on Friday, all three established parties have faced questions about their reaction to the share of the vote achieved by the UK Independence Party.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com