# Language Generation on Goodreads Books (test) Source: [Language Generation on Goodreads Books (test)]() Collection index: [llms.txt]() Data updated: 2026-03-12T07:13:29.005Z Evaluation of Language Generation performance on the test split of the Goodreads Books dataset, measured using ROUGE scores and Cosine Similarity. 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 | Language Generation | | Dataset (including any stated split) | Goodreads Books (test) | | Metric | ROUGE-1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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-2](): Higher is better; unit: PERCENT. - [ROUGE-L](): Higher is better; unit: PERCENT. - [Cosine Similarity](): Higher is better; unit: PERCENT. ## Recorded results | Method | ROUGE-1 | Result date | Report paper | | --- | --- | --- | --- | | P-GRPO | 61.38 | Not recorded | 69b24862d030084c22e2f706 | | P-GRPO | 61.38 | Not recorded | 69b24862d030084c22e2f706 | | GRPO | 60.76 | Not recorded | 69b24862d030084c22e2f706 | | GRPO | 60.76 | Not recorded | 69b24862d030084c22e2f706 | | P-GRPO | 55.34 | Not recorded | 69b24862d030084c22e2f706 | | P-GRPO | 55.34 | Not recorded | 69b24862d030084c22e2f706 | | GRPO | 55.26 | Not recorded | 69b24862d030084c22e2f706 | | GRPO | 55.26 | Not recorded | 69b24862d030084c22e2f706 | | GDPO | 49.87 | Not recorded | 69b24862d030084c22e2f706 | | GDPO | 49.87 | Not recorded | 69b24862d030084c22e2f706 | | GDPO | 40.08 | Not recorded | 69b24862d030084c22e2f706 | | GDPO | 40.08 | Not recorded | 69b24862d030084c22e2f706 | ### P-GRPO ROUGE-1: 61.38. Result ID: 69b265c06dbb7075b95c80e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-8B"}. This record does not assert independent reproduction. ### P-GRPO ROUGE-1: 61.38. Result ID: 69b265c06dbb7075b95c80f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction. ### GRPO ROUGE-1: 60.76. Result ID: 69b265c06dbb7075b95c80e7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Qwen3-8B"}. This record does not assert independent reproduction. ### GRPO ROUGE-1: 60.76. Result ID: 69b265c06dbb7075b95c80f0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction. ### P-GRPO ROUGE-1: 55.34. Result ID: 69b265c06dbb7075b95c80e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemma-2B"}. This record does not assert independent reproduction. ### P-GRPO ROUGE-1: 55.34. Result ID: 69b265c06dbb7075b95c80f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Gemma-2B"}. This record does not assert independent reproduction. ### GRPO ROUGE-1: 55.26. Result ID: 69b265c06dbb7075b95c80e4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Gemma-2B"}. This record does not assert independent reproduction. ### GRPO ROUGE-1: 55.26. Result ID: 69b265c06dbb7075b95c80f3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Gemma-2B"}. This record does not assert independent reproduction. ### GDPO ROUGE-1: 49.87. Result ID: 69b265c06dbb7075b95c80e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-8B"}. This record does not assert independent reproduction. ### GDPO ROUGE-1: 49.87. Result ID: 69b265c06dbb7075b95c80ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction. ### GDPO ROUGE-1: 40.08. Result ID: 69b265c06dbb7075b95c80e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemma-2B"}. This record does not assert independent reproduction. ### GDPO ROUGE-1: 40.08. Result ID: 69b265c06dbb7075b95c80f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Gemma-2B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.