diff --git a/README.md b/README.md
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+++ b/README.md
@@ -41,6 +41,7 @@ Welcome contributions!
 | Train Ticket | PICK: Processing Key Information Extraction from Documents using Improved Graph Learning-Convolutional Networks |    [[link]](https://github.com/wenwenyu/PICK-pytorch)[[download]](https://drive.google.com/file/d/1o8JktPD7bS74tfjz-8dVcZq_uFS6YEGh/view)    |
 |     POIE     | Visual Information Extraction in the Wild: Practical Dataset and End-to-end Solution                            | [[link]](https://github.com/jfkuang/CFAM)[[download]](https://drive.google.com/file/d/1eEMNiVeLlD-b08XW_GfAGfPmmII-GDYs/view?usp=share_link) |
 |  DocuBench   | DocuBench: A Public Benchmark for Schema-Guided Structured Extraction from Hard Real-World Documents           |                                             [[link]](https://github.com/DocuPipe/DocuBench)                                                 |
+|  Velrim bake-off   | Fabrication on absent fields: a pre-registered six-arm document-extraction bake-off (124 documents, 2,102 fields) | [[link]](https://velrim.com/research/fabrication-on-absent-fields)[[download]](https://github.com/velrimhq/velrim-eval) |
 
 ## Survey