Papers with Hard RegSet
What Makes Instruction Learning Hard? An Investigation and a New Challenge in a Synthetic Environment (2022.emnlp-main)
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| Challenge: | Recent studies have focused on instruction learning, where a model learns to perform unseen tasks from task descriptions alone. |
| Approach: | They propose to use a controlled synthetic environment to characterize large transformer models as instruction learners. |
| Outcome: | The proposed model can interpret only 65.6% of test instructions and 11%-24% of instructions in out-of-distribution settings. |