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Petr Baudis edited this page Sep 11, 2015 · 3 revisions

QA System Subtasks

An end-to-end QA system consists of many individual tasks. The key to improve the system is then to make progress in these tasks, so we are working on breaking things up, making intermediate datasets and measuring progress on these subtasks. (Of course, it also has caveats.)

Some of the tasks are common to all pipelines, others are specific to a particular architecture. We focus on the movies task in the subtask analysis at first; this e.g. means no unstructured data processing.

Question Analysis - how to analyze the question and how to internally represent it?

Entity Linking - a particular question analysis aspect that deserves special attention due to its difficulty and importance.

Movies Knowledge Base - we do IR on top of this; does it have all we need, the way we need it?

Knowledge Base Relations - how to query the knowledge base and determine which data is relevant.

Answer Evidencing

Answer Ranking