# Latent Preference Modeling on MPT Context-Free Preference Induction Source: [Latent Preference Modeling on MPT Context-Free Preference Induction]() Collection index: [llms.txt]() Data updated: 2026-04-21T12:06:28.846Z Evaluation of Latent Preference Modeling performance using Precision, Recall, and F1 scores on the MPT Context-Free Preference Induction dataset. 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 Induction | | 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 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Precision | Result date | Report paper | | --- | --- | --- | --- | | PREFINE | 0.5487 | Not recorded | 69e7050b7d0172140ec7f237 | | PREFINE | 0.5318 | Not recorded | 69e7050b7d0172140ec7f237 | | PREFINE | 0.521 | Not recorded | 69e7050b7d0172140ec7f237 | | PREFINE | 0.511 | Not recorded | 69e7050b7d0172140ec7f237 | | PREFINE | 0.5022 | Not recorded | 69e7050b7d0172140ec7f237 | | Mem0 | 0.4851 | Not recorded | 69e7050b7d0172140ec7f237 | | LangMem | 0.469 | Not recorded | 69e7050b7d0172140ec7f237 | | RAG (Top-5) | 0.4598 | Not recorded | 69e7050b7d0172140ec7f237 | | GPT-5-mini | 0.4467 | Not recorded | 69e7050b7d0172140ec7f237 | | Gemini-3-Flash | 0.4432 | Not recorded | 69e7050b7d0172140ec7f237 | | Gemma-3-12B | 0.4324 | Not recorded | 69e7050b7d0172140ec7f237 | | GPT-5 | 0.4322 | Not recorded | 69e7050b7d0172140ec7f237 | | GPT-4o-mini | 0.4239 | Not recorded | 69e7050b7d0172140ec7f237 | | PREFINE | 0.3051 | Not recorded | 69e7050b7d0172140ec7f237 | | PREFINE | 0.2882 | Not recorded | 69e7050b7d0172140ec7f237 | | PREFINE | 0.2669 | Not recorded | 69e7050b7d0172140ec7f237 | | R1-Distill-Llama-8B | 0.2524 | Not recorded | 69e7050b7d0172140ec7f237 | | R1-Distill-Qwen-7B | 0.1333 | Not recorded | 69e7050b7d0172140ec7f237 | | CodeGemma-7B | 0.1253 | Not recorded | 69e7050b7d0172140ec7f237 | ### PREFINE Precision: 0.5487. Result ID: 69e7683947f34ce924cee4b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base LLM":"GPT-5"}. This record does not assert independent reproduction. ### PREFINE Precision: 0.5318. Result ID: 69e7683947f34ce924cee4b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base LLM":"GPT-5-mini"}. This record does not assert independent reproduction. ### PREFINE Precision: 0.521. Result ID: 69e7683947f34ce924cee4ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base LLM":"Gemma-3-12B"}. This record does not assert independent reproduction. ### PREFINE Precision: 0.511. Result ID: 69e7683947f34ce924cee4b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base LLM":"Gemini-3-Flash"}. This record does not assert independent reproduction. ### PREFINE Precision: 0.5022. Result ID: 69e7683947f34ce924cee4b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base LLM":"GPT-4o-mini"}. This record does not assert independent reproduction. ### Mem0 Precision: 0.4851. Result ID: 69e7683947f34ce924cee4ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Methodology":"Memory-Augmented","Backbone":"Gemini-3-Flash"}. This record does not assert independent reproduction. ### LangMem Precision: 0.469. Result ID: 69e7683947f34ce924cee4ac. [Reporting paper]() Recorded evaluation configuration: {"Methodology":"Memory-Augmented","Backbone":"Gemini-3-Flash"}. This record does not assert independent reproduction. ### RAG (Top-5) Precision: 0.4598. Result ID: 69e7683947f34ce924cee4aa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Methodology":"Memory-Augmented","Backbone":"Gemini-3-Flash"}. This record does not assert independent reproduction. ### GPT-5-mini Precision: 0.4467. Result ID: 69e7683947f34ce924cee4a7. [Reporting paper]() Recorded evaluation configuration: {"Methodology":"Base Prompting"}. This record does not assert independent reproduction. ### Gemini-3-Flash Precision: 0.4432. Result ID: 69e7683947f34ce924cee4a9. [Reporting paper]() Recorded evaluation configuration: {"Methodology":"Base Prompting"}. This record does not assert independent reproduction. ### Gemma-3-12B Precision: 0.4324. Result ID: 69e7683947f34ce924cee4a3. [Reporting paper]() Recorded evaluation configuration: {"Methodology":"Base Prompting"}. This record does not assert independent reproduction. ### GPT-5 Precision: 0.4322. Result ID: 69e7683947f34ce924cee4a8. [Reporting paper]() Recorded evaluation configuration: {"Methodology":"Base Prompting"}. This record does not assert independent reproduction. ### GPT-4o-mini Precision: 0.4239. Result ID: 69e7683947f34ce924cee4a6. [Reporting paper]() Recorded evaluation configuration: {"Methodology":"Base Prompting"}. This record does not assert independent reproduction. ### PREFINE Precision: 0.3051. Result ID: 69e7683947f34ce924cee4ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base LLM":"CodeGemma-7B"}. This record does not assert independent reproduction. ### PREFINE Precision: 0.2882. Result ID: 69e7683947f34ce924cee4af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base LLM":"R1-Distill-Llama-8B"}. This record does not assert independent reproduction. ### PREFINE Precision: 0.2669. Result ID: 69e7683947f34ce924cee4b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base LLM":"R1-Distill-Qwen-7B"}. This record does not assert independent reproduction. ### R1-Distill-Llama-8B Precision: 0.2524. Result ID: 69e7683947f34ce924cee4a4. [Reporting paper]() Recorded evaluation configuration: {"Methodology":"Base Prompting"}. This record does not assert independent reproduction. ### R1-Distill-Qwen-7B Precision: 0.1333. Result ID: 69e7683947f34ce924cee4a5. [Reporting paper]() Recorded evaluation configuration: {"Methodology":"Base Prompting"}. This record does not assert independent reproduction. ### CodeGemma-7B Precision: 0.1253. Result ID: 69e7683947f34ce924cee4a2. [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.