Model WarsNovember 19, 2020via Amazon Science
How to make AI better at reading comprehension
Why it matters
This research reveals AI models are exploiting shortcuts in reading comprehension benchmarks rather than truly understanding text, highlighting the need for better training methodologies to build more reliable AI systems for enterprise applications.
Key signals
- AI models exceed human performance on public reading comprehension datasets
- Models are exploiting shortcuts rather than demonstrating true comprehension
- Modified training and testing approaches can address these shortcut exploitations
The hook
AI models beat humans on reading tests. But they're cheating—and Amazon Research knows how to fix it.
AI models exceed human performance on public data sets; modified training and testing could help ensure that they aren’t exploiting short cuts.
Relevance score:75/100