# Language Understanding on LLM-adapters Understanding Source: [Language Understanding on LLM-adapters Understanding]() Collection index: [llms.txt]() Data updated: 2026-04-28T07:00:08.022Z Evaluation of Language Understanding performance using Accuracy and Memory usage metrics on the LLM-adapters Understanding 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 | Language Understanding | | Dataset (including any stated split) | LLM-adapters Understanding | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. - [Memory Usage](): Lower is better; unit: SIZE. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | LARS-LP | 59.19 | Not recorded | 69f03f0855a3c32af89f9f99 | | LoRA | 57 | Not recorded | 69f03f0855a3c32af89f9f99 | | LARS | 56.97 | Not recorded | 69f03f0855a3c32af89f9f99 | | AdaLoRA | 53.99 | Not recorded | 69f03f0855a3c32af89f9f99 | | IA3 | 52.91 | Not recorded | 69f03f0855a3c32af89f9f99 | | LARS-LP | 39.32 | Not recorded | 69f03f0855a3c32af89f9f99 | | AdaLoRA | 37.4 | Not recorded | 69f03f0855a3c32af89f9f99 | | IA3 | 37.4 | Not recorded | 69f03f0855a3c32af89f9f99 | | LARS | 37.33 | Not recorded | 69f03f0855a3c32af89f9f99 | | LoRA | 35.74 | Not recorded | 69f03f0855a3c32af89f9f99 | | Prompt | 14.71 | Not recorded | 69f03f0855a3c32af89f9f99 | | Prompt | 12.87 | Not recorded | 69f03f0855a3c32af89f9f99 | | Prefix | 9.17 | Not recorded | 69f03f0855a3c32af89f9f99 | | Prefix | 9.05 | Not recorded | 69f03f0855a3c32af89f9f99 | ### LARS-LP Accuracy: 59.19. Result ID: 69f05a5547f34ce924d5a601. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B-Instruct","Trainable Parameters (%)":"0.67"}. This record does not assert independent reproduction. ### LoRA Accuracy: 57. Result ID: 69f05a5547f34ce924d5a5fb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B-Instruct","Trainable Parameters (%)":"0.45"}. This record does not assert independent reproduction. ### LARS Accuracy: 56.97. Result ID: 69f05a5547f34ce924d5a600. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B-Instruct","Trainable Parameters (%)":"0.67"}. This record does not assert independent reproduction. ### AdaLoRA Accuracy: 53.99. Result ID: 69f05a5547f34ce924d5a5fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B-Instruct","Trainable Parameters (%)":"0.45"}. This record does not assert independent reproduction. ### IA3 Accuracy: 52.91. Result ID: 69f05a5547f34ce924d5a5fd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B-Instruct","Trainable Parameters (%)":"0.01"}. This record does not assert independent reproduction. ### LARS-LP Accuracy: 39.32. Result ID: 69f05a5547f34ce924d5a5fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.2-1B","Trainable Parameters (%)":"0.67"}. This record does not assert independent reproduction. ### AdaLoRA Accuracy: 37.4. Result ID: 69f05a5547f34ce924d5a5f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.2-1B","Trainable Parameters (%)":"0.45"}. This record does not assert independent reproduction. ### IA3 Accuracy: 37.4. Result ID: 69f05a5547f34ce924d5a5f6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Llama-3.2-1B","Trainable Parameters (%)":"0.01"}. This record does not assert independent reproduction. ### LARS Accuracy: 37.33. Result ID: 69f05a5547f34ce924d5a5f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.2-1B","Trainable Parameters (%)":"0.67"}. This record does not assert independent reproduction. ### LoRA Accuracy: 35.74. Result ID: 69f05a5547f34ce924d5a5f4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Llama-3.2-1B","Trainable Parameters (%)":"0.45"}. This record does not assert independent reproduction. ### Prompt Accuracy: 14.71. Result ID: 69f05a5547f34ce924d5a5ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B-Instruct","Trainable Parameters (%)":"0.003"}. This record does not assert independent reproduction. ### Prompt Accuracy: 12.87. Result ID: 69f05a5547f34ce924d5a5f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.2-1B","Trainable Parameters (%)":"0.003"}. This record does not assert independent reproduction. ### Prefix Accuracy: 9.17. Result ID: 69f05a5547f34ce924d5a5fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B-Instruct","Trainable Parameters (%)":"0.03"}. This record does not assert independent reproduction. ### Prefix Accuracy: 9.05. Result ID: 69f05a5547f34ce924d5a5f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.2-1B","Trainable Parameters (%)":"0.03"}. This record does not assert independent reproduction. 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