# RIT Classification on IoT Security RIT dataset Experiment D Source: [RIT Classification on IoT Security RIT dataset Experiment D]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:04.983Z Evaluation of RIT Classification performance on Experiment D of the IoT Security RIT dataset, reporting metrics including AC, TC, CC, and Total Correct. 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 | RIT Classification | | Dataset (including any stated split) | IoT Security RIT dataset Experiment D | | Metric | Accuracy (AC) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 (AC)](): Higher is better; unit: PERCENT. - [Score (TC)](): Higher is better; unit: SCALAR. - [Score (CC)](): Higher is better; unit: SCALAR. - [Total Correct](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (AC) | Result date | Report paper | | --- | --- | --- | --- | | Llama-70b | 67.72 | Not recorded | 695b456353fdd5c361742f15 | | Llama-70b | 64.57 | Not recorded | 695b456353fdd5c361742f15 | | Llama-70b | 62.99 | Not recorded | 695b456353fdd5c361742f15 | | Llama-8b | 58.27 | Not recorded | 695b456353fdd5c361742f15 | | Llama-8b | 52.76 | Not recorded | 695b456353fdd5c361742f15 | | Llama-8b | 50.39 | Not recorded | 695b456353fdd5c361742f15 | | Gemini-2.5-Pro | 48.03 | Not recorded | 695b456353fdd5c361742f15 | | Gemini-2.5-Pro | 44.88 | Not recorded | 695b456353fdd5c361742f15 | | Gemini-2.5-Pro | 44.88 | Not recorded | 695b456353fdd5c361742f15 | | GPT-4o | 30.71 | Not recorded | 695b456353fdd5c361742f15 | | GPT-4o | 28.35 | Not recorded | 695b456353fdd5c361742f15 | | GPT-4o | 28.35 | Not recorded | 695b456353fdd5c361742f15 | | Deepseek-r1-7b | 22.05 | Not recorded | 695b456353fdd5c361742f15 | | Deepseek-r1-7b | 21.26 | Not recorded | 695b456353fdd5c361742f15 | | Deepseek-r1-7b | 19.69 | Not recorded | 695b456353fdd5c361742f15 | ### Llama-70b Accuracy (AC): 67.72. Result ID: 6996f7605698665ec4441b63. [Reporting paper]() Recorded evaluation configuration: {"Prompting Strategy":"Two-Shot"}. This record does not assert independent reproduction. ### Llama-70b Accuracy (AC): 64.57. Result ID: 6996f7605698665ec4441b62. [Reporting paper]() Recorded evaluation configuration: {"Prompting Strategy":"One-Shot"}. This record does not assert independent reproduction. ### Llama-70b Accuracy (AC): 62.99. Result ID: 6996f7605698665ec4441b61. [Reporting paper]() Recorded evaluation configuration: {"Prompting Strategy":"Zero-Shot"}. This record does not assert independent reproduction. ### Llama-8b Accuracy (AC): 58.27. Result ID: 6996f7605698665ec4441b5f. [Reporting paper]() Recorded evaluation configuration: {"Prompting Strategy":"One-Shot"}. This record does not assert independent reproduction. ### Llama-8b Accuracy (AC): 52.76. Result ID: 6996f7605698665ec4441b5e. [Reporting paper]() Recorded evaluation configuration: {"Prompting Strategy":"Zero-Shot"}. This record does not assert independent reproduction. ### Llama-8b Accuracy (AC): 50.39. Result ID: 6996f7605698665ec4441b60. [Reporting paper]() Recorded evaluation configuration: {"Prompting Strategy":"Two-Shot"}. This record does not assert independent reproduction. ### Gemini-2.5-Pro Accuracy (AC): 48.03. Result ID: 6996f7605698665ec4441b67. [Reporting paper]() Recorded evaluation configuration: {"Prompting Strategy":"Zero-Shot"}. This record does not assert independent reproduction. ### Gemini-2.5-Pro Accuracy (AC): 44.88. Result ID: 6996f7605698665ec4441b68. [Reporting paper]() Recorded evaluation configuration: {"Prompting Strategy":"One-Shot"}. This record does not assert independent reproduction. ### Gemini-2.5-Pro Accuracy (AC): 44.88. Result ID: 6996f7605698665ec4441b69. [Reporting paper]() Recorded evaluation configuration: {"Prompting Strategy":"Two-Shot"}. This record does not assert independent reproduction. ### GPT-4o Accuracy (AC): 30.71. Result ID: 6996f7605698665ec4441b64. [Reporting paper]() Recorded evaluation configuration: {"Prompting Strategy":"Zero-Shot"}. This record does not assert independent reproduction. ### GPT-4o Accuracy (AC): 28.35. Result ID: 6996f7605698665ec4441b65. [Reporting paper]() Recorded evaluation configuration: {"Prompting Strategy":"One-Shot"}. This record does not assert independent reproduction. ### GPT-4o Accuracy (AC): 28.35. Result ID: 6996f7605698665ec4441b66. [Reporting paper]() Recorded evaluation configuration: {"Prompting Strategy":"Two-Shot"}. This record does not assert independent reproduction. ### Deepseek-r1-7b Accuracy (AC): 22.05. Result ID: 6996f7605698665ec4441b6c. [Reporting paper]() Recorded evaluation configuration: {"Prompting Strategy":"Two-Shot"}. This record does not assert independent reproduction. ### Deepseek-r1-7b Accuracy (AC): 21.26. Result ID: 6996f7605698665ec4441b6b. [Reporting paper]() Recorded evaluation configuration: {"Prompting Strategy":"One-Shot"}. This record does not assert independent reproduction. ### Deepseek-r1-7b Accuracy (AC): 19.69. Result ID: 6996f7605698665ec4441b6a. [Reporting paper]() Recorded evaluation configuration: {"Prompting Strategy":"Zero-Shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.