# Scholarly Title Generation on Scholarly Title Source: [Scholarly Title Generation on Scholarly Title]() Collection index: [llms.txt]() Data updated: 2026-03-04T08:24:08.359Z Evaluation of Scholarly Title Generation performance on the Scholarly Title dataset, measured 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) | Scholarly Title | | Metric | ROUGE-1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 32 of 32 | | 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: PERCENT. - [ROUGE-L](): Higher is better; unit: PERCENT. ## Recorded results | Method | ROUGE-1 | Result date | Report paper | | --- | --- | --- | --- | | TiToK | 47.3 | Not recorded | 68fa7be11e209131cea8aff3 | | TITOK | 47.3 | Not recorded | 68fa7be11e209131cea8aff3 | | TiToK | 46.4 | Not recorded | 68fa7be11e209131cea8aff3 | | TITOK | 46.4 | Not recorded | 68fa7be11e209131cea8aff3 | | TransLoRA | 46.1 | Not recorded | 68fa7be11e209131cea8aff3 | | TiToK | 46.1 | Not recorded | 68fa7be11e209131cea8aff3 | | TransLoRA | 46.1 | Not recorded | 68fa7be11e209131cea8aff3 | | TITOK | 46.1 | Not recorded | 68fa7be11e209131cea8aff3 | | TransLoRA | 45.7 | Not recorded | 68fa7be11e209131cea8aff3 | | TransLoRA | 45.7 | Not recorded | 68fa7be11e209131cea8aff3 | | TiToK | 45.6 | Not recorded | 68fa7be11e209131cea8aff3 | | TITOK | 45.6 | Not recorded | 68fa7be11e209131cea8aff3 | | KD (+MinED) | 45.4 | Not recorded | 68fa7be11e209131cea8aff3 | | TransLoRA | 45.4 | Not recorded | 68fa7be11e209131cea8aff3 | | KD | 45.4 | Not recorded | 68fa7be11e209131cea8aff3 | | TransLoRA | 45.4 | Not recorded | 68fa7be11e209131cea8aff3 | | KD (+MinED) | 44.9 | Not recorded | 68fa7be11e209131cea8aff3 | | KD (+MinED) | 44.9 | Not recorded | 68fa7be11e209131cea8aff3 | | KD | 44.9 | Not recorded | 68fa7be11e209131cea8aff3 | | KD | 44.9 | Not recorded | 68fa7be11e209131cea8aff3 | | TransLoRA | 44.7 | Not recorded | 68fa7be11e209131cea8aff3 | | TransLoRA | 44.7 | Not recorded | 68fa7be11e209131cea8aff3 | | Vanilla | 44.4 | Not recorded | 68fa7be11e209131cea8aff3 | | Vanilla | 44.4 | Not recorded | 68fa7be11e209131cea8aff3 | | Vanilla | 44.4 | Not recorded | 68fa7be11e209131cea8aff3 | | Vanilla | 44.4 | Not recorded | 68fa7be11e209131cea8aff3 | | Vanilla | 44.4 | Not recorded | 68fa7be11e209131cea8aff3 | | Vanilla | 44.4 | Not recorded | 68fa7be11e209131cea8aff3 | | KD (+MinED) | 38.5 | Not recorded | 68fa7be11e209131cea8aff3 | | KD | 38.5 | Not recorded | 68fa7be11e209131cea8aff3 | | Vanilla | 38.1 | Not recorded | 68fa7be11e209131cea8aff3 | | Vanilla | 38.1 | Not recorded | 68fa7be11e209131cea8aff3 | ### TiToK ROUGE-1: 47.3. Result ID: 69a7ebed6dbb7075b94cb827. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Transfer":"Mistral 7B → Mistral 7B","Evaluation Mode":"Zero-shot"}. This record does not assert independent reproduction. ### TITOK ROUGE-1: 47.3. Result ID: 69a7ebed6dbb7075b94cb867. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Transfer setting":"Mistral 7B → Mistral 7B","k":"70%","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### TiToK ROUGE-1: 46.4. Result ID: 69a7ebed6dbb7075b94cb82b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Transfer":"Mistral 7B → Llama3 8B","Evaluation Mode":"Zero-shot"}. This record does not assert independent reproduction. ### TITOK ROUGE-1: 46.4. Result ID: 69a7ebed6dbb7075b94cb86b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Transfer setting":"Mistral 7B → Llama3 8B","k":"70%","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### TransLoRA ROUGE-1: 46.1. Result ID: 69a7ebed6dbb7075b94cb82a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Transfer":"Mistral 7B → Llama3 8B","Evaluation Mode":"Zero-shot"}. This record does not assert independent reproduction. ### TiToK ROUGE-1: 46.1. Result ID: 69a7ebed6dbb7075b94cb833. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Transfer":"Llama2 7B → Llama3 8B","Evaluation Mode":"Zero-shot"}. This record does not assert independent reproduction. ### TransLoRA ROUGE-1: 46.1. Result ID: 69a7ebed6dbb7075b94cb86a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Transfer setting":"Mistral 7B → Llama3 8B","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### TITOK ROUGE-1: 46.1. Result ID: 69a7ebed6dbb7075b94cb873. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Transfer setting":"Llama2 7B → Llama3 8B","k":"70%","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### TransLoRA ROUGE-1: 45.7. Result ID: 69a7ebed6dbb7075b94cb832. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Transfer":"Llama2 7B → Llama3 8B","Evaluation Mode":"Zero-shot"}. This record does not assert independent reproduction. ### TransLoRA ROUGE-1: 45.7. Result ID: 69a7ebed6dbb7075b94cb872. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Transfer setting":"Llama2 7B → Llama3 8B","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### TiToK ROUGE-1: 45.6. Result ID: 69a7ebed6dbb7075b94cb82f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Transfer":"Llama3 3B → Llama3 8B","Evaluation Mode":"Zero-shot"}. This record does not assert independent reproduction. ### TITOK ROUGE-1: 45.6. Result ID: 69a7ebed6dbb7075b94cb86f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Transfer setting":"Llama3 3B → Llama3 8B","k":"30%","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### KD (+MinED) ROUGE-1: 45.4. Result ID: 69a7ebed6dbb7075b94cb829. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Transfer":"Mistral 7B → Llama3 8B","Evaluation Mode":"Zero-shot"}. This record does not assert independent reproduction. ### TransLoRA ROUGE-1: 45.4. Result ID: 69a7ebed6dbb7075b94cb82e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Transfer":"Llama3 3B → Llama3 8B","Evaluation Mode":"Zero-shot"}. This record does not assert independent reproduction. ### KD ROUGE-1: 45.4. Result ID: 69a7ebed6dbb7075b94cb869. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Transfer setting":"Mistral 7B → Llama3 8B","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### TransLoRA ROUGE-1: 45.4. Result ID: 69a7ebed6dbb7075b94cb86e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Transfer setting":"Llama3 3B → Llama3 8B","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### KD (+MinED) ROUGE-1: 44.9. Result ID: 69a7ebed6dbb7075b94cb82d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Transfer":"Llama3 3B → Llama3 8B","Evaluation Mode":"Zero-shot"}. This record does not assert independent reproduction. ### KD (+MinED) ROUGE-1: 44.9. Result ID: 69a7ebed6dbb7075b94cb831. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Transfer":"Llama2 7B → Llama3 8B","Evaluation Mode":"Zero-shot"}. This record does not assert independent reproduction. ### KD ROUGE-1: 44.9. Result ID: 69a7ebed6dbb7075b94cb86d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Transfer setting":"Llama3 3B → Llama3 8B","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### KD ROUGE-1: 44.9. Result ID: 69a7ebed6dbb7075b94cb871. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Transfer setting":"Llama2 7B → Llama3 8B","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### TransLoRA ROUGE-1: 44.7. Result ID: 69a7ebed6dbb7075b94cb826. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Transfer":"Mistral 7B → Mistral 7B","Evaluation Mode":"Zero-shot"}. This record does not assert independent reproduction. ### TransLoRA ROUGE-1: 44.7. Result ID: 69a7ebed6dbb7075b94cb866. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Transfer setting":"Mistral 7B → Mistral 7B","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### Vanilla ROUGE-1: 44.4. Result ID: 69a7ebed6dbb7075b94cb828. [Reporting paper]() Recorded evaluation configuration: {"Transfer":"Mistral 7B → Llama3 8B","Evaluation Mode":"Zero-shot"}. This record does not assert independent reproduction. ### Vanilla ROUGE-1: 44.4. Result ID: 69a7ebed6dbb7075b94cb82c. [Reporting paper]() Recorded evaluation configuration: {"Transfer":"Llama3 3B → Llama3 8B","Evaluation Mode":"Zero-shot"}. This record does not assert independent reproduction. ### Vanilla ROUGE-1: 44.4. Result ID: 69a7ebed6dbb7075b94cb830. [Reporting paper]() Recorded evaluation configuration: {"Transfer":"Llama2 7B → Llama3 8B","Evaluation Mode":"Zero-shot"}. This record does not assert independent reproduction. ### Vanilla ROUGE-1: 44.4. Result ID: 69a7ebed6dbb7075b94cb868. [Reporting paper]() Recorded evaluation configuration: {"Transfer setting":"Mistral 7B → Llama3 8B","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### Vanilla ROUGE-1: 44.4. Result ID: 69a7ebed6dbb7075b94cb86c. [Reporting paper]() Recorded evaluation configuration: {"Transfer setting":"Llama3 3B → Llama3 8B","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### Vanilla ROUGE-1: 44.4. Result ID: 69a7ebed6dbb7075b94cb870. [Reporting paper]() Recorded evaluation configuration: {"Transfer setting":"Llama2 7B → Llama3 8B","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### KD (+MinED) ROUGE-1: 38.5. Result ID: 69a7ebed6dbb7075b94cb825. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Transfer":"Mistral 7B → Mistral 7B","Evaluation Mode":"Zero-shot"}. This record does not assert independent reproduction. ### KD ROUGE-1: 38.5. Result ID: 69a7ebed6dbb7075b94cb865. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Transfer setting":"Mistral 7B → Mistral 7B","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### Vanilla ROUGE-1: 38.1. Result ID: 69a7ebed6dbb7075b94cb824. [Reporting paper]() Recorded evaluation configuration: {"Transfer":"Mistral 7B → Mistral 7B","Evaluation Mode":"Zero-shot"}. This record does not assert independent reproduction. ### Vanilla ROUGE-1: 38.1. Result ID: 69a7ebed6dbb7075b94cb864. [Reporting paper]() Recorded evaluation configuration: {"Transfer setting":"Mistral 7B → Mistral 7B","Evaluation Protocol":"Zero-shot"}. 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