"benchmark task" is correct and can be used in written English.
It is used to describe a task that is used as a comparison or reference point for other tasks. For example: "The completion of the benchmark task will provide us with a baseline to measure the success of future projects."
The REVERB Challenge 2014 [46] is a benchmark task to evaluate dereverberation techniques for both human listening and ASR.
We evaluate Bidirectional LSTM (BLSTM) and several other network architectures on the benchmark task of framewise phoneme classification, using the TIMIT database.
The behavior of the algorithm is primarily described using a benchmark task, and some of its potential applications are illustrated using two simple real-world problems and a binary character recognition task.
It is shown that regardless of the benchmark task, the serial manipulators are preferable for small and medium tasks while the quasi-serial ones' better suit to large-dimensional tasks only.
Melodic prediction is used in this paper as a benchmark task to evaluate the quality of four chord representations using two probabilistic model architectures derived from Input/Output Hidden Markov Models (IOHMMs).
Researchers in DSM used word similarity measurement as an benchmark task, in which the similarity of words were measured as the similarity of the correspondent word vectors (Agirre et al. 2009; Baroni et al. 2014; Erk 2012; Mihalcea et al. 2006; Turney and Pantel 2010).
The benchmark tasks were different, but assessed the same skills that were being trained during the six weeks.
Table 2 Benchmark tasks [12].
The user study utilizes benchmark tasks for the evaluation.
We evaluate PLASTIC on two benchmark tasks: the pursuit domain and robot soccer in the RoboCup 2D simulation domain.
A system identification and two time-series benchmark tasks are applied to demonstrate the feasibility and superiority of SIPA.
