Archives for Robustness Gym NLP Models

12 Mar

Guide to Robustness Gym: Unifying the NLP Evaluation Landscape

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image-20809

Once the AI/ML model is built, researchers spend a considerable amount of time to come up with different parameters on which that model should be evaluated. Evaluation methods are problem-specific. Recently, Stanford University along with Salesforce Research and UNC-Chapel Hill has proposed a system for the evaluation of NLP pipelines, commonly referred to as Robustness…

The post Guide to Robustness Gym: Unifying the NLP Evaluation Landscape appeared first on Analytics India Magazine.

17 Jan

What Is Robustness Gym?

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image-19262

NLP systems work like a well-oiled machine on standard benchmarks. However, their performance is not on par when deployed in real-world systems. A recent study highlighted that 60% of NLP answers are similar to their training data, which implies that the models are simply memorising their training set. Many researchers are working on testing the…

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