# WSI Report Generation on TCGA-based dataset (test) Source: [WSI Report Generation on TCGA-based dataset (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:37:13.347Z Evaluation of Whole Slide Image (WSI) report generation performance on the test split of a TCGA-based dataset, measured using text generation metrics (BLEU, METEOR, ROUGE). A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | WSI Report Generation | | Dataset (including any stated split) | TCGA-based dataset (test) | | Metric | BLEU-1 | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 19 of 19 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [BLEU-1](): Higher is better; unit: SCALAR. - [BLEU-2](): Higher is better; unit: SCALAR. - [BLEU-3](): Higher is better; unit: SCALAR. - [BLEU-4](): Higher is better; unit: SCALAR. - [METEOR](): Higher is better; unit: SCALAR. - [ROUGE-L](): Higher is better; unit: SCALAR. ## Recorded results | Method | BLEU-1 | Result date | Report paper | | --- | --- | --- | --- | | HistGen | 0.413 | Not recorded | 68fa73a81e209131cea5dba9 | | Transformer | 0.382 | Not recorded | 68fa73a81e209131cea5dba9 | | R2GenCMN | 0.381 | Not recorded | 68fa73a81e209131cea5dba9 | | M2Transformer | 0.321 | Not recorded | 68fa73a81e209131cea5dba9 | | UpDownAttn | 0.32 | Not recorded | 68fa73a81e209131cea5dba9 | | R2Gen | 0.274 | Not recorded | 68fa73a81e209131cea5dba9 | | Transformer | 0.271 | Not recorded | 68fa73a81e209131cea5dba9 | | Show&Tell | 0.262 | Not recorded | 68fa73a81e209131cea5dba9 | | M2Transformer | 0.259 | Not recorded | 68fa73a81e209131cea5dba9 | | UpDownAttn | 0.25 | Not recorded | 68fa73a81e209131cea5dba9 | | M2Transformer | 0.25 | Not recorded | 68fa73a81e209131cea5dba9 | | Show&Tell | 0.249 | Not recorded | 68fa73a81e209131cea5dba9 | | Transformer | 0.249 | Not recorded | 68fa73a81e209131cea5dba9 | | R2Gen | 0.24 | Not recorded | 68fa73a81e209131cea5dba9 | | UpDownAttn | 0.24 | Not recorded | 68fa73a81e209131cea5dba9 | | R2Gen | 0.237 | Not recorded | 68fa73a81e209131cea5dba9 | | R2GenCMN | 0.225 | Not recorded | 68fa73a81e209131cea5dba9 | | R2GenCMN | 0.211 | Not recorded | 68fa73a81e209131cea5dba9 | | Show&Tell | 0.189 | Not recorded | 68fa73a81e209131cea5dba9 | ### HistGen BLEU-1: 0.413. Result ID: 6992fd4f3a6c31484912e3d2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Feature Extractor":"DINOv2 ViT-L"}. This record does not assert independent reproduction. ### Transformer BLEU-1: 0.382. Result ID: 6992fd4f3a6c31484912e3ce. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Feature Extractor":"DINOv2 ViT-L"}. This record does not assert independent reproduction. ### R2GenCMN BLEU-1: 0.381. Result ID: 6992fd4f3a6c31484912e3d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Extractor":"DINOv2 ViT-L"}. This record does not assert independent reproduction. ### M2Transformer BLEU-1: 0.321. Result ID: 6992fd4f3a6c31484912e3cf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Feature Extractor":"DINOv2 ViT-L"}. This record does not assert independent reproduction. ### UpDownAttn BLEU-1: 0.32. Result ID: 6992fd4f3a6c31484912e3cd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Feature Extractor":"DINOv2 ViT-L"}. This record does not assert independent reproduction. ### R2Gen BLEU-1: 0.274. Result ID: 6992fd4f3a6c31484912e3d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Extractor":"DINOv2 ViT-L"}. This record does not assert independent reproduction. ### Transformer BLEU-1: 0.271. Result ID: 6992fd4f3a6c31484912e3c8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Feature Extractor":"CTransPath"}. This record does not assert independent reproduction. ### Show&Tell BLEU-1: 0.262. Result ID: 6992fd4f3a6c31484912e3c6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Feature Extractor":"CTransPath"}. This record does not assert independent reproduction. ### M2Transformer BLEU-1: 0.259. Result ID: 6992fd4f3a6c31484912e3c9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Feature Extractor":"CTransPath"}. This record does not assert independent reproduction. ### UpDownAttn BLEU-1: 0.25. Result ID: 6992fd4f3a6c31484912e3c1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Feature Extractor":"ResNet50"}. This record does not assert independent reproduction. ### M2Transformer BLEU-1: 0.25. Result ID: 6992fd4f3a6c31484912e3c3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Feature Extractor":"ResNet50"}. This record does not assert independent reproduction. ### Show&Tell BLEU-1: 0.249. Result ID: 6992fd4f3a6c31484912e3c0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Feature Extractor":"ResNet50"}. This record does not assert independent reproduction. ### Transformer BLEU-1: 0.249. Result ID: 6992fd4f3a6c31484912e3c2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Feature Extractor":"ResNet50"}. This record does not assert independent reproduction. ### R2Gen BLEU-1: 0.24. Result ID: 6992fd4f3a6c31484912e3c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Extractor":"ResNet50"}. This record does not assert independent reproduction. ### UpDownAttn BLEU-1: 0.24. Result ID: 6992fd4f3a6c31484912e3c7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Feature Extractor":"CTransPath"}. This record does not assert independent reproduction. ### R2Gen BLEU-1: 0.237. Result ID: 6992fd4f3a6c31484912e3ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Extractor":"CTransPath"}. This record does not assert independent reproduction. ### R2GenCMN BLEU-1: 0.225. Result ID: 6992fd4f3a6c31484912e3c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Extractor":"ResNet50"}. This record does not assert independent reproduction. ### R2GenCMN BLEU-1: 0.211. Result ID: 6992fd4f3a6c31484912e3cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Extractor":"CTransPath"}. This record does not assert independent reproduction. ### Show&Tell BLEU-1: 0.189. Result ID: 6992fd4f3a6c31484912e3cc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Feature Extractor":"DINOv2 ViT-L"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.