Data BAD | What Will it Take to Fix Benchmarking for NLU?

The Coffee Bean explains and comments the sobering take of the paper "What Will it Take to Fix Benchmarking in Natural Language Understanding?"

See more videos from Ms. Coffee Bean about natural language understanding:
📺 The road to NLU: https://youtube.com/playlist?list=PLpZBeKTZRGPMjF-Ob-NYjaTtewbMNXKcU

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Paper:
📜 Bowman, Samuel R., and George E. Dahl. "What Will it Take to Fix Benchmarking in Natural Language Understanding?." arXiv preprint arXiv:2104.02145 (2021). https://arxiv.org/abs/2104.02145

🔗 SuperGLUE: https://super.gluebenchmark.com/tasks
🔗 WiC: The Word-in-Context Dataset (English): https://pilehvar.github.io/wic/

Outline:
00:00 NLU Benchmarking – Motivation
01:04 How to measure NLU advances?
02:31 Why is NLU benchmarking broken?
04:43 What are the fixes?
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Видео Data BAD | What Will it Take to Fix Benchmarking for NLU? канала AI Coffee Break with Letitia