AI outputs vary because confidence varies. Corroboration and entity optimization turn inconsistent AI visibility into consistent presence.

Abstract: We present a multi-way parallel corpus of Math Word Problems (MWPs) in nine languages, including six low-resource languages. To date, this is the largest multilingual MWP dataset available.

The best AI chatbots of 2026: I tested ChatGPT, Copilot, and others to find the top tools around ...

Abstract: Math word problems (MWPs) solving has achieved promising results recently. However, most existing methods focus only on learning the mapping function between problem text and the target ...