# Report Generation on CT-RATE (val) Source: [Report Generation on CT-RATE (val)]() Collection index: [llms.txt]() Data updated: 2026-03-18T06:51:23.240Z Evaluation of models performing Radiology Report Generation on the validation split of the CT-RATE dataset, assessed using metrics including F1, Precision, Recall, BLEU scores (B-1 to B-4), ROUGE-L, METEOR, and LLaMA Score. 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 | Report Generation | | Dataset (including any stated split) | CT-RATE (val) | | Metric | BLEU-1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. - [BLEU-4](): Higher is better; unit: PERCENT. - [ROUGE-L](): Higher is better; unit: PERCENT. - [METEOR](): Higher is better; unit: PERCENT. - [LLaMA Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | BLEU-1 | Result date | Report paper | | --- | --- | --- | --- | | CT-Agent | 50.2 | Not recorded | 69ba31750636e5bf4afc069a | | CT-CHAT | 49.8 | Not recorded | 69ba31750636e5bf4afc069a | | AdaRAG-CT | 49.7 | Not recorded | 69ba31750636e5bf4afc069a | | AdaRAG-CT | 49.6 | Not recorded | 69ba31750636e5bf4afc069a | | CT-CHAT | 49.4 | Not recorded | 69ba31750636e5bf4afc069a | | Ours (base) | 46.3 | Not recorded | 69ba31750636e5bf4afc069a | | Ours (base) | 44.9 | Not recorded | 69ba31750636e5bf4afc069a | | SAMF | 44 | Not recorded | 69ba31750636e5bf4afc069a | | BTB3D | 43.9 | Not recorded | 69ba31750636e5bf4afc069a | | CT2Rep | 37.2 | Not recorded | 69ba31750636e5bf4afc069a | | Merlin | 23.1 | Not recorded | 69ba31750636e5bf4afc069a | ### CT-Agent BLEU-1: 50.2. Result ID: 69ba4aa247f34ce924a38c37. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CT-CHAT BLEU-1: 49.8. Result ID: 69ba4aa247f34ce924a38c34. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"70B"}. This record does not assert independent reproduction. ### AdaRAG-CT BLEU-1: 49.7. Result ID: 69ba4aa247f34ce924a38c3b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"70B"}. This record does not assert independent reproduction. ### AdaRAG-CT BLEU-1: 49.6. Result ID: 69ba4aa247f34ce924a38c39. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"8B"}. This record does not assert independent reproduction. ### CT-CHAT BLEU-1: 49.4. Result ID: 69ba4aa247f34ce924a38c33. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"8B"}. This record does not assert independent reproduction. ### Ours (base) BLEU-1: 46.3. Result ID: 69ba4aa247f34ce924a38c38. [Reporting paper]() Recorded evaluation configuration: {"Params":"8B"}. This record does not assert independent reproduction. ### Ours (base) BLEU-1: 44.9. Result ID: 69ba4aa247f34ce924a38c3a. [Reporting paper]() Recorded evaluation configuration: {"Params":"70B"}. This record does not assert independent reproduction. ### SAMF BLEU-1: 44. Result ID: 69ba4aa247f34ce924a38c36. [Reporting paper]() Recorded evaluation configuration: {"Params":"3.8B"}. This record does not assert independent reproduction. ### BTB3D BLEU-1: 43.9. Result ID: 69ba4aa247f34ce924a38c35. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"8B"}. This record does not assert independent reproduction. ### CT2Rep BLEU-1: 37.2. Result ID: 69ba4aa247f34ce924a38c31. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Merlin BLEU-1: 23.1. Result ID: 69ba4aa247f34ce924a38c32. [Reporting paper]() Recorded evaluation configuration: {"Params":"7B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.