Papers with compartmentalized approaches
Establishing Trustworthiness: Rethinking Tasks and Model Evaluation (2023.emnlp-main)
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| Challenge: | Language understanding is a multi-faceted cognitive capability, which the Natural Language Processing community has striven to model computationally for decades. |
| Approach: | They propose to rethink what constitutes tasks and model evaluation in NLP and pursue a more holistic view on language, placing trustworthiness at the center. |
| Outcome: | The proposed models are based on generative models and are being deployed in more real-world scenarios, including previously unforeseen zero-shot setups. |