Microsoft technology licensing, llc. (20250004918). DEBUGGING TOOL FOR CODE GENERATION NEURAL LANGUAGE MODELS
DEBUGGING TOOL FOR CODE GENERATION NEURAL LANGUAGE MODELS
Organization Name
microsoft technology licensing, llc.
Inventor(s)
COLIN BRUCE Clement of SEATTLE WA US
DAVID ALBERTO Nader Palacio of WILLIAMSBURG VA US
NEELAKANTAN Sundaresan of BELLEVUE WA US
ALEXEY Svyatkovskiy of BELLEVUE WA US
MICHELE Tufano of BELLEVUE WA US
DEBUGGING TOOL FOR CODE GENERATION NEURAL LANGUAGE MODELS
This abstract first appeared for US patent application 20250004918 titled 'DEBUGGING TOOL FOR CODE GENERATION NEURAL LANGUAGE MODELS
Original Abstract Submitted
a debugging tool identifies the smallest subset of an input sequence or rationales that influenced a neural language model to generate an output sequence. the debugging tool uses the rationales to understand why the model made its predictions and in particular, the particular input tokens that had the most impact on the output sequence. in the case of erroneous output, the rationales are used to alter the input sequence to avoid the error or to tailor a new training dataset to retrain the model to improve its performance.