# Scientific Document Summarization on PubMed Source: [Scientific Document Summarization on PubMed]() Collection index: [llms.txt]() Data updated: 2026-06-18T08:15:30.910Z Evaluation of summarization models applied to scientific documents within the PubMed dataset, measured using ROUGE, METEOR, and BERTScore. 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 | Scientific Document Summarization | | Dataset (including any stated split) | PubMed | | Metric | ROUGE-1 | | Unit | SCALAR | | 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 - [ROUGE-1](): Higher is better; unit: SCALAR. - [ROUGE-2](): Higher is better; unit: SCALAR. - [ROUGE-L](): Higher is better; unit: SCALAR. - [METEOR Score](): Higher is better; unit: SCALAR. - [BERTScore](): Higher is better; unit: SCALAR. ## Recorded results | Method | ROUGE-1 | Result date | Report paper | | --- | --- | --- | --- | | ScholarSum | 0.3102 | Not recorded | 6a337b82206542251d7c4fc9 | | ScholarSum | 0.2929 | Not recorded | 6a337b82206542251d7c4fc9 | | QA-prompting | 0.2634 | Not recorded | 6a337b82206542251d7c4fc9 | | QA-prompting | 0.2585 | Not recorded | 6a337b82206542251d7c4fc9 | | T5 | 0.256 | Not recorded | 6a337b82206542251d7c4fc9 | | PEGASUS | 0.2512 | Not recorded | 6a337b82206542251d7c4fc9 | | LED | 0.2447 | Not recorded | 6a337b82206542251d7c4fc9 | | Naive RAG | 0.2394 | Not recorded | 6a337b82206542251d7c4fc9 | | Naive RAG | 0.2382 | Not recorded | 6a337b82206542251d7c4fc9 | | SumCot | 0.206 | Not recorded | 6a337b82206542251d7c4fc9 | | SumCot | 0.1934 | Not recorded | 6a337b82206542251d7c4fc9 | ### ScholarSum ROUGE-1: 0.3102. Result ID: 6a33a916fbc373592c30da7d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base LLM":"DeepSeek"}. This record does not assert independent reproduction. ### ScholarSum ROUGE-1: 0.2929. Result ID: 6a33a916fbc373592c30da81. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base LLM":"Qwen"}. This record does not assert independent reproduction. ### QA-prompting ROUGE-1: 0.2634. Result ID: 6a33a916fbc373592c30da7f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base LLM":"Qwen"}. This record does not assert independent reproduction. ### QA-prompting ROUGE-1: 0.2585. Result ID: 6a33a916fbc373592c30da7b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base LLM":"DeepSeek"}. This record does not assert independent reproduction. ### T5 ROUGE-1: 0.256. Result ID: 6a33a916fbc373592c30da77. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base LLM":"None"}. This record does not assert independent reproduction. ### PEGASUS ROUGE-1: 0.2512. Result ID: 6a33a916fbc373592c30da79. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base LLM":"None"}. This record does not assert independent reproduction. ### LED ROUGE-1: 0.2447. Result ID: 6a33a916fbc373592c30da78. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base LLM":"None"}. This record does not assert independent reproduction. ### Naive RAG ROUGE-1: 0.2394. Result ID: 6a33a916fbc373592c30da7c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base LLM":"DeepSeek"}. This record does not assert independent reproduction. ### Naive RAG ROUGE-1: 0.2382. Result ID: 6a33a916fbc373592c30da80. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base LLM":"Qwen"}. This record does not assert independent reproduction. ### SumCot ROUGE-1: 0.206. Result ID: 6a33a916fbc373592c30da7e. [Reporting paper]() Recorded evaluation configuration: {"Base LLM":"Qwen"}. This record does not assert independent reproduction. ### SumCot ROUGE-1: 0.1934. Result ID: 6a33a916fbc373592c30da7a. [Reporting paper]() Recorded evaluation configuration: {"Base LLM":"DeepSeek"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.