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Before describing our assessment protocol, we discuss a common bias in existing benchmark tests.
It also points to existing benchmarks in specific areas such as image processing, natural-language understanding, and computerized play of chess, Go, Atari games, and more.
Outcome should be measured and compared with existing benchmarks with all limitations in mind.
We show that existing benchmarks fail to capture rich workload characteristics observed in traces, and propose a framework to synthesize and execute representative workloads.
Thirteen of the 16 English Russell Group universities are below existing benchmarks for state school access.
GoPro, Chipotle, Sonos, Blue Bottle Coffee, Casper and Shake Shack are good companies with great products, but they all exist in marketplaces where existing benchmarks are probably helpful.
In this paper, we study TSP query to find the shortest Hamilton circuit (T^*) for a given TSP query, (Q), which is a set of points, and explore the similarities and differences among 22 heuristics proposed for TSP using real datasets and new synthetic datasets in addition to the existing benchmarks and uniform/normal synthetic datasets.
The lack of consistency is a cause for concern because evidence about the influence and impact of qualifications, group size and staff-child ratios indicate that the existing benchmarks in the various jurisdictions are unlikely to deliver the best possible outcomes for children (Department of Education, Employment and Workplace Relations 2009, 7).
Officials involved in the effort to build the new reimbursement system say the first piece of the promised fix is coming in January, when revisions to the existing benchmarks for dental care and outpatient services will be issued.
Moreover, we show that in forecasting future spending, our model outperforms existing benchmarks.
By relying on the Pareto dominance rather than any specific objective, the proposed MO-GPHH was able to evolve very competitive rules as compared to existing benchmark rules in the literature.
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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