Hybrid Grammar Checking System with Human Proofreading
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Solution Overview
Problem
Current grammar checkers often fail to accurately identify errors or incorrectly flag correct text, necessitating improved facilities for computer-based grammar checking.
Innovation Solution
A system and method that combines software-based grammar checking with crowd-sourced human proofreading, utilizing a text processing engine to analyze text for grammatical errors and send excerpts to human proofreaders for review, with results integrated back into the original text, and provides customized feedback using a database of grammatical rules linked to generic reference content and plain-language explanations.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Productivity
If automated software-based grammar checking is used, then checking speed and coverage are improved, but accuracy and reliability deteriorate due to false positives and false negatives
Solution Approach 1:
The patent combines automated software-based grammar checking with human proofreading in a hybrid system. The software engine performs initial automated analysis to identify potential errors, then human proofreaders review flagged passages to confirm and correct errors. This merging of automated and human approaches allows the system to maintain high processing speed while significantly improving accuracy by eliminating false positives and false negatives through human verification.
Solution Approach 2:
The system introduces an intermediary layer where the automated grammar checking software acts as a filter and triage mechanism. It processes large volumes of text quickly, identifies potential errors, and routes only the problematic passages to human proofreaders. This intermediary approach allows the human proofreaders to focus only on difficult cases rather than reviewing entire documents, maintaining both speed and accuracy.
2Reliability
If human proofreading is used, then grammar checking accuracy is improved, but processing time and cost increase
Solution Approach 1:
The patent segments the grammar checking process into two distinct stages: automated software analysis of the entire document and selective human proofreading of only flagged passages. This segmentation allows the system to leverage the speed of automated processing for overall document review while reserving human expertise only for problematic areas, significantly reducing the total time required compared to full human proofreading.
Solution Approach 2:
Instead of requiring human proofreaders to review entire documents (excessive action), the system applies partial action by having humans review only the portions flagged by automated detection. This partial human involvement is sufficient to correct errors while avoiding the time cost of full manual review, achieving a balance between accuracy and efficiency.
3Manufacturing precision
If comprehensive grammar checking is implemented, then text quality improvement is enhanced, but system complexity increases
Solution Approach 1:
The system merges multiple checking approaches (automated software analysis, human proofreading, and customizable rule sets) into a unified hybrid grammar checking platform. This integration allows the system to handle diverse text types and error patterns effectively, enhancing overall quality improvement while managing complexity through coordinated operation of different checking mechanisms rather than requiring entirely separate systems.
Data Source
AI summary
In embodiments of the present invention improved capabilities are described for methods and systems of grammar checking comprising a grammar checking facility and a plurality of human proofreaders in a crowd-source population for the detection and correction of grammatical errors in text as received from a computing device, wherein possible detected errors are categorized as high confidence or low confidence possible errors, and the high confidence errors are distributed to the human proofreaders.