# Logical Refinement of Natural Language Explanations on WorldTree Source: [Logical Refinement of Natural Language Explanations on WorldTree]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:47:13.104Z Evaluation of model performance on iteratively refining natural language explanations using the WorldTree dataset, tracking initial performance, final performance, and the number of iterations/calls required. 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 | Logical Refinement of Natural Language Explanations | | Dataset (including any stated split) | WorldTree | | Metric | Initial Performance | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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 - [Initial Performance](): Higher is better; unit: PERCENT. - [Final Performance](): Higher is better; unit: PERCENT. - [Iterations Count](): Lower is better; unit: SCALAR. - [API Calls Count](): Lower is better; unit: SCALAR. ## Recorded results | Method | Initial Performance | Result date | Report paper | | --- | --- | --- | --- | | Faithful-Refiner | 9 | Not recorded | 68fa78e71e209131cea7b1e8 | | Faithful-Refiner | 7 | Not recorded | 68fa78e71e209131cea7b1e8 | | Faithful-Refiner | 6 | Not recorded | 68fa78e71e209131cea7b1e8 | | Faithful-Refiner | 5 | Not recorded | 68fa78e71e209131cea7b1e8 | | Explanation-Refiner | 3 | Not recorded | 68fa78e71e209131cea7b1e8 | | Explanation-Refiner | 2 | Not recorded | 68fa78e71e209131cea7b1e8 | | Explanation-Refiner | 2 | Not recorded | 68fa78e71e209131cea7b1e8 | | Explanation-Refiner | 0 | Not recorded | 68fa78e71e209131cea7b1e8 | ### Faithful-Refiner Initial Performance: 9. Result ID: 6995ac7a3badfaffe6ab286c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"GPT-4o"}. This record does not assert independent reproduction. ### Faithful-Refiner Initial Performance: 7. Result ID: 6995ac7a3badfaffe6ab286d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"Deepseek-V3"}. This record does not assert independent reproduction. ### Faithful-Refiner Initial Performance: 6. Result ID: 6995ac7a3badfaffe6ab286a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"Llama3.1-70b"}. This record does not assert independent reproduction. ### Faithful-Refiner Initial Performance: 5. Result ID: 6995ac7a3badfaffe6ab286b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"GPT-4o-mini"}. This record does not assert independent reproduction. ### Explanation-Refiner Initial Performance: 3. Result ID: 6995ac7a3badfaffe6ab2869. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Deepseek-V3"}. This record does not assert independent reproduction. ### Explanation-Refiner Initial Performance: 2. Result ID: 6995ac7a3badfaffe6ab2866. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Llama3.1-70b"}. This record does not assert independent reproduction. ### Explanation-Refiner Initial Performance: 2. Result ID: 6995ac7a3badfaffe6ab2868. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"GPT-4o"}. This record does not assert independent reproduction. ### Explanation-Refiner Initial Performance: 0. Result ID: 6995ac7a3badfaffe6ab2867. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"GPT-4o-mini"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.