# Natural Language Explanation Generation on ComVE Source: [Natural Language Explanation Generation on ComVE]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:46:42.157Z Evaluation of model performance on generating textual explanations using the ComVE dataset, assessed primarily through human evaluation scores and inter-annotator agreement (Cohen's kappa). 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 | Natural Language Explanation Generation | | Dataset (including any stated split) | ComVE | | Metric | Human Evaluation Score | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 7 of 7 | | 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 - [Human Evaluation Score](): Higher is better; unit: SCALAR. - [Cohen's Kappa](): Higher is better; unit: SCALAR. ## Recorded results | Method | Human Evaluation Score | Result date | Report paper | | --- | --- | --- | --- | | SPARSEFIT | 70 | Not recorded | 68fa74701e209131cea61c52 | | AdaLora | 55.56 | Not recorded | 68fa74701e209131cea61c52 | | SPARSEFIT (Att.Q+LN) | 40 | Not recorded | 68fa74701e209131cea61c52 | | Full Fine-tuning | 40 | Not recorded | 68fa74701e209131cea61c52 | | SPARSEFIT (Att.Q) | 28.89 | Not recorded | 68fa74701e209131cea61c52 | | AdaLora | 23.34 | Not recorded | 68fa74701e209131cea61c52 | | Full Fine-tuning | 21.67 | Not recorded | 68fa74701e209131cea61c52 | ### SPARSEFIT Human Evaluation Score: 70. Result ID: 69935ccd3a6c3148491568ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama-2-7B","Setting":"Att.Q+LN"}. This record does not assert independent reproduction. ### AdaLora Human Evaluation Score: 55.56. Result ID: 69935ccd3a6c3148491568ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama-2-7B"}. This record does not assert independent reproduction. ### SPARSEFIT (Att.Q+LN) Human Evaluation Score: 40. Result ID: 69935ccd3a6c3148491568d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"T5-large","Fine-tuning Strategy":"Att.Q+LN"}. This record does not assert independent reproduction. ### Full Fine-tuning Human Evaluation Score: 40. Result ID: 69935ccd3a6c3148491568ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama-2-7B"}. This record does not assert independent reproduction. ### SPARSEFIT (Att.Q) Human Evaluation Score: 28.89. Result ID: 69935ccd3a6c3148491568d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"T5-large","Fine-tuning Strategy":"Att.Q"}. This record does not assert independent reproduction. ### AdaLora Human Evaluation Score: 23.34. Result ID: 69935ccd3a6c3148491568d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"T5-large","Fine-tuning Strategy":"AdaLoRA","Trainable Parameters (%)":"1.15%"}. This record does not assert independent reproduction. ### Full Fine-tuning Human Evaluation Score: 21.67. Result ID: 69935ccd3a6c3148491568d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"T5-large","Fine-tuning Strategy":"Full Fine-tuning","Trainable Parameters (%)":"100%"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.