A scoping review organizes decades of NLP evaluation debates into a taxonomy of recurring concerns and trade-offs with a structured checklist for better evaluation design.
InProceedings of the 2022 ACM Conference on Fair- ness, Accountability, and Transparency, FAccT ’22, page 1859–1876, New York, NY , USA
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Evaluation Revisited: A Taxonomy of Evaluation Concerns in Natural Language Processing
A scoping review organizes decades of NLP evaluation debates into a taxonomy of recurring concerns and trade-offs with a structured checklist for better evaluation design.