# Scholarly Title Generation on LaMP-5 1.0 (test) Source: [Scholarly Title Generation on LaMP-5 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-03-04T08:23:15.191Z Evaluation of Scholarly Title Generation performance on the test split of the LaMP-5 1.0 dataset, assessed using ROUGE-1 and ROUGE-L scores. 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 | Scholarly Title Generation | | Dataset (including any stated split) | LaMP-5 1.0 (test) | | Metric | ROUGE-1 | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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-L](): Higher is better; unit: SCALAR. ## Recorded results | Method | ROUGE-1 | Result date | Report paper | | --- | --- | --- | --- | | In-Prompt Augmentation | 0.483 | Not recorded | 68fa73701e209131cea5c7af | | TITOK | 0.481 | Not recorded | 68fa7be11e209131cea8aff3 | | TITOK | 0.48 | Not recorded | 68fa7be11e209131cea8aff3 | | FlanT5-XXL | 0.471 | Not recorded | 68fa73701e209131cea5c7af | | In-Prompt Augmentation | 0.45 | Not recorded | 68fa73701e209131cea5c7af | | TITOK | 0.45 | Not recorded | 68fa7be11e209131cea8aff3 | | FlanT5-XXL | 0.442 | Not recorded | 68fa73701e209131cea5c7af | | In-Prompt Augmentation | 0.425 | Not recorded | 68fa73701e209131cea5c7af | | GPT-3.5 | 0.424 | Not recorded | 68fa73701e209131cea5c7af | | MinED | 0.409 | Not recorded | 68fa7be11e209131cea8aff3 | | KD | 0.405 | Not recorded | 68fa7be11e209131cea8aff3 | | MinED | 0.403 | Not recorded | 68fa7be11e209131cea8aff3 | | In-Prompt Augmentation | 0.39 | Not recorded | 68fa73701e209131cea5c7af | | GPT-3.5 | 0.387 | Not recorded | 68fa73701e209131cea5c7af | | Vanilla | 0.381 | Not recorded | 68fa7be11e209131cea8aff3 | | Vanilla | 0.381 | Not recorded | 68fa7be11e209131cea8aff3 | | Vanilla | 0.381 | Not recorded | 68fa7be11e209131cea8aff3 | ### In-Prompt Augmentation ROUGE-1: 0.483. Result ID: 6992eb1d3a6c314849125a89. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"FlanT5-XXL","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### TITOK ROUGE-1: 0.481. Result ID: 69a7ebed6dbb7075b94cb7ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Setting":"Other-user","Source Model":"Mistral 7B","Target Model":"Mistral 7B"}. This record does not assert independent reproduction. ### TITOK ROUGE-1: 0.48. Result ID: 69a7ebed6dbb7075b94cb7f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Setting":"Mixed-user","Source Model":"Mistral 7B","Target Model":"Mistral 7B"}. This record does not assert independent reproduction. ### FlanT5-XXL ROUGE-1: 0.471. Result ID: 6992eb1d3a6c314849125a87. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Personalization":"None","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### In-Prompt Augmentation ROUGE-1: 0.45. Result ID: 6992eb1d3a6c314849125a85. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"FlanT5-XXL","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### TITOK ROUGE-1: 0.45. Result ID: 69a7ebed6dbb7075b94cb7f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Setting":"Cross-task","Source Model":"Mistral 7B","Target Model":"Mistral 7B"}. This record does not assert independent reproduction. ### FlanT5-XXL ROUGE-1: 0.442. Result ID: 6992eb1d3a6c314849125a83. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Personalization":"None","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### In-Prompt Augmentation ROUGE-1: 0.425. Result ID: 6992eb1d3a6c314849125a8a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"GPT-3.5","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### GPT-3.5 ROUGE-1: 0.424. Result ID: 6992eb1d3a6c314849125a88. [Reporting paper]() Recorded evaluation configuration: {"Personalization":"None","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### MinED ROUGE-1: 0.409. Result ID: 69a7ebed6dbb7075b94cb7ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Setting":"Mixed-user","Source Model":"Mistral 7B","Target Model":"Mistral 7B"}. This record does not assert independent reproduction. ### KD ROUGE-1: 0.405. Result ID: 69a7ebed6dbb7075b94cb7ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Setting":"Other-user","Source Model":"Mistral 7B","Target Model":"Mistral 7B"}. This record does not assert independent reproduction. ### MinED ROUGE-1: 0.403. Result ID: 69a7ebed6dbb7075b94cb7f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Setting":"Cross-task","Source Model":"Mistral 7B","Target Model":"Mistral 7B"}. This record does not assert independent reproduction. ### In-Prompt Augmentation ROUGE-1: 0.39. Result ID: 6992eb1d3a6c314849125a86. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"GPT-3.5","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### GPT-3.5 ROUGE-1: 0.387. Result ID: 6992eb1d3a6c314849125a84. [Reporting paper]() Recorded evaluation configuration: {"Personalization":"None","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### Vanilla ROUGE-1: 0.381. Result ID: 69a7ebed6dbb7075b94cb7eb. [Reporting paper]() Recorded evaluation configuration: {"Data Setting":"Other-user","Source Model":"Mistral 7B","Target Model":"Mistral 7B"}. This record does not assert independent reproduction. ### Vanilla ROUGE-1: 0.381. Result ID: 69a7ebed6dbb7075b94cb7ee. [Reporting paper]() Recorded evaluation configuration: {"Data Setting":"Mixed-user","Source Model":"Mistral 7B","Target Model":"Mistral 7B"}. This record does not assert independent reproduction. ### Vanilla ROUGE-1: 0.381. Result ID: 69a7ebed6dbb7075b94cb7f1. [Reporting paper]() Recorded evaluation configuration: {"Data Setting":"Cross-task","Source Model":"Mistral 7B","Target Model":"Mistral 7B"}. This record does not assert independent reproduction. Page 1 of 1. 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