# Latent Preference Modeling on MPT Context-Free, Preference Transfer Source: [Latent Preference Modeling on MPT Context-Free, Preference Transfer]() Collection index: [llms.txt]() Data updated: 2026-04-21T12:06:28.889Z Evaluation of model performance on the MPT Context-Free, Preference Transfer dataset for the Latent Preference Modeling task, measured by Precision, Recall, and F1 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 | Latent Preference Modeling | | Dataset (including any stated split) | MPT Context-Free, Preference Transfer | | Metric | Precision | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 19 of 19 | | 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 - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. - [F1](): Higher is better; unit: PERCENT. ## Recorded results | Method | Precision | Result date | Report paper | | --- | --- | --- | --- | | PREFINE | 30.92 | Not recorded | 69e7050b7d0172140ec7f237 | | PREFINE | 29.59 | Not recorded | 69e7050b7d0172140ec7f237 | | PREFINE | 27.21 | Not recorded | 69e7050b7d0172140ec7f237 | | Mem0 | 25.59 | Not recorded | 69e7050b7d0172140ec7f237 | | Gemini-3-Flash | 22.11 | Not recorded | 69e7050b7d0172140ec7f237 | | RAG (Top-5) | 21.68 | Not recorded | 69e7050b7d0172140ec7f237 | | PREFINE | 20.92 | Not recorded | 69e7050b7d0172140ec7f237 | | GPT-5-mini | 19.95 | Not recorded | 69e7050b7d0172140ec7f237 | | GPT-5 | 19.25 | Not recorded | 69e7050b7d0172140ec7f237 | | GPT-4o-mini | 16.1 | Not recorded | 69e7050b7d0172140ec7f237 | | Gemma-3-12B | 13.65 | Not recorded | 69e7050b7d0172140ec7f237 | | LangMem | 13.59 | Not recorded | 69e7050b7d0172140ec7f237 | | PREFINE | 12.67 | Not recorded | 69e7050b7d0172140ec7f237 | | PREFINE | 10.88 | Not recorded | 69e7050b7d0172140ec7f237 | | PREFINE | 9.26 | Not recorded | 69e7050b7d0172140ec7f237 | | R1-Distill-Llama-8B | 8.13 | Not recorded | 69e7050b7d0172140ec7f237 | | PREFINE | 7.41 | Not recorded | 69e7050b7d0172140ec7f237 | | CodeGemma-7B | 5 | Not recorded | 69e7050b7d0172140ec7f237 | | R1-Distill-Qwen-7B | 3.1 | Not recorded | 69e7050b7d0172140ec7f237 | ### PREFINE Precision: 30.92. Result ID: 69e7683947f34ce924cee4c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base LLM":"Gemini-3-Flash"}. This record does not assert independent reproduction. ### PREFINE Precision: 29.59. Result ID: 69e7683947f34ce924cee4c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base LLM":"GPT-5-mini"}. This record does not assert independent reproduction. ### PREFINE Precision: 27.21. Result ID: 69e7683947f34ce924cee4c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base LLM":"GPT-5"}. This record does not assert independent reproduction. ### Mem0 Precision: 25.59. Result ID: 69e7683947f34ce924cee4be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Methodology":"Memory-Augmented","Backbone":"Gemini-3-Flash"}. This record does not assert independent reproduction. ### Gemini-3-Flash Precision: 22.11. Result ID: 69e7683947f34ce924cee4bc. [Reporting paper]() Recorded evaluation configuration: {"Methodology":"Base Prompting"}. This record does not assert independent reproduction. ### RAG (Top-5) Precision: 21.68. Result ID: 69e7683947f34ce924cee4bd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Methodology":"Memory-Augmented","Backbone":"Gemini-3-Flash"}. This record does not assert independent reproduction. ### PREFINE Precision: 20.92. Result ID: 69e7683947f34ce924cee4c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base LLM":"GPT-4o-mini"}. This record does not assert independent reproduction. ### GPT-5-mini Precision: 19.95. Result ID: 69e7683947f34ce924cee4ba. [Reporting paper]() Recorded evaluation configuration: {"Methodology":"Base Prompting"}. This record does not assert independent reproduction. ### GPT-5 Precision: 19.25. Result ID: 69e7683947f34ce924cee4bb. [Reporting paper]() Recorded evaluation configuration: {"Methodology":"Base Prompting"}. This record does not assert independent reproduction. ### GPT-4o-mini Precision: 16.1. Result ID: 69e7683947f34ce924cee4b9. [Reporting paper]() Recorded evaluation configuration: {"Methodology":"Base Prompting"}. This record does not assert independent reproduction. ### Gemma-3-12B Precision: 13.65. Result ID: 69e7683947f34ce924cee4b6. [Reporting paper]() Recorded evaluation configuration: {"Methodology":"Base Prompting"}. This record does not assert independent reproduction. ### LangMem Precision: 13.59. Result ID: 69e7683947f34ce924cee4bf. [Reporting paper]() Recorded evaluation configuration: {"Methodology":"Memory-Augmented","Backbone":"Gemini-3-Flash"}. This record does not assert independent reproduction. ### PREFINE Precision: 12.67. Result ID: 69e7683947f34ce924cee4c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base LLM":"Gemma-3-12B"}. This record does not assert independent reproduction. ### PREFINE Precision: 10.88. Result ID: 69e7683947f34ce924cee4c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base LLM":"R1-Distill-Qwen-7B"}. This record does not assert independent reproduction. ### PREFINE Precision: 9.26. Result ID: 69e7683947f34ce924cee4c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base LLM":"R1-Distill-Llama-8B"}. This record does not assert independent reproduction. ### R1-Distill-Llama-8B Precision: 8.13. Result ID: 69e7683947f34ce924cee4b7. [Reporting paper]() Recorded evaluation configuration: {"Methodology":"Base Prompting"}. This record does not assert independent reproduction. ### PREFINE Precision: 7.41. Result ID: 69e7683947f34ce924cee4c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base LLM":"CodeGemma-7B"}. This record does not assert independent reproduction. ### CodeGemma-7B Precision: 5. Result ID: 69e7683947f34ce924cee4b5. [Reporting paper]() Recorded evaluation configuration: {"Methodology":"Base Prompting"}. This record does not assert independent reproduction. ### R1-Distill-Qwen-7B Precision: 3.1. Result ID: 69e7683947f34ce924cee4b8. [Reporting paper]() Recorded evaluation configuration: {"Methodology":"Base Prompting"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.