Papers by Gordon Lim
On Evaluation of Document Classification with RVL-CDIP (2023.eacl-main)
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| Challenge: | Existing document classification benchmarks have label noise, ambiguous documents, and sensitive information. |
| Approach: | They argue that RVL-CDIP is unsuitable for benchmarking document classifiers . they advocate for a new document classification benchmark with ambiguous labels . |
| Outcome: | The RVL-CDIP benchmark is widely used for document classification . the authors argue that its limited scope, presence of errors and lack of diversity make it less than ideal for benchmarking. |