Papers with extraction and rephrasing
Analyzing the Limits of Self-Supervision in Handling Bias in Language (2022.findings-emnlp)
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| Challenge: | a recent study shows that natural language models can perform tasks with little to no in-context supervision . a number of tasks are performed using self-supervised pre-training . |
| Approach: | They define and comprehensively evaluate how well natural language taskprompting captures the semantics of four tasks for bias: diagnosis, identification, extraction and rephrasing. |
| Outcome: | The proposed model performs to wide varying degrees across bias dimensions . the model is largely challenged when prompted to perform these tasks . |