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P7 presents summary counts of trainees’ actions within the exercise platform and messages sent through the exercise. The individual Ghostery Browser Extension sends strictly non-personal information to the Ghostery Customer Messaging Platform servers. LLM-enabled platform for rehabilitation exercise suggestions era. It permits the generation of related assignments and their solutions. However, as a pure language processing mannequin, ChatGPT struggles with coding workout routines containing non-textual descriptions or class recordsdata, resulting in invalid options. We formulate the plan detection task as a classification problem the place student submissions are categorised as containing zero or more programming plans. The unsteady nature of the rings adds further problem, although there are variations to make the exercise simpler. We designed this ablation study to assess whether the fashions may infer structure from the code, or they were only utilizing contextual cues (akin to detecting the ‘counting’ plan when there is a variable known as ‘counter’). In these circumstances, REWARD fails in detecting very small peaks as the hysteresis thresholds are skewed by the upper amplitude variability of the peaks within the window. As prior work did not provide a straight applicable method for detecting a predefined set of plans across many issues (Sec 2.2), we suggest two baselines to compare the performance of large language fashions towards: AST-Rules and CodeBERT-kNN.
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