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Explore the challenges and advancements in Natural Language Processing (NLP) evaluations in this insightful talk by Matt Gardner from the Allen Institute for Artificial Intelligence. Delve into the limitations of current NLP benchmarks and discover innovative approaches to create more meaningful and rigorous evaluation methods. Learn about the Open Reading Benchmark (ORB), which consolidates various reading comprehension datasets to target different aspects of reading comprehension. Examine the concept of contrast sets, a technique for developing non-iid test sets that more thoroughly assess a model's capabilities. Gain valuable insights into the intersection of open domain reading comprehension and question semantics understanding, and explore the importance of reasoning over open domain text in NLP research.
