# Reasoning in IoT (RIT) Classification on Mutation Dataset (Experiment A) Source: [Reasoning in IoT (RIT) Classification on Mutation Dataset (Experiment A)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:08:22.160Z Evaluation of Reasoning in IoT (RIT) Classification performance on the Mutation Dataset (Experiment A), reporting metrics including WAC, SAC, 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 | Reasoning in IoT (RIT) Classification | | Dataset (including any stated split) | Mutation Dataset (Experiment A) | | Metric | WAC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 - [WAC](): Higher is better; unit: PERCENT. - [SAC](): Higher is better; unit: PERCENT. - [WTC](): Higher is better; unit: PERCENT. - [STC](): Higher is better; unit: PERCENT. - [WCC](): Higher is better; unit: PERCENT. - [SCC](): Higher is better; unit: PERCENT. - [Total Correct](): Higher is better; unit: PERCENT. ## Recorded results | Method | WAC | Result date | Report paper | | --- | --- | --- | --- | | Llama-8b | 82.06 | Not recorded | 695b456353fdd5c361742f15 | | Deepseek-r1-7b | 80.4 | Not recorded | 695b456353fdd5c361742f15 | | Deepseek-r1-7b | 76.08 | Not recorded | 695b456353fdd5c361742f15 | | Deepseek-r1-7b | 76.08 | Not recorded | 695b456353fdd5c361742f15 | | Llama-8b | 74.42 | Not recorded | 695b456353fdd5c361742f15 | | Llama-70b | 72.43 | Not recorded | 695b456353fdd5c361742f15 | | Llama-8b | 60.13 | Not recorded | 695b456353fdd5c361742f15 | | Gemini-1.5-Pro | 42.86 | Not recorded | 695b456353fdd5c361742f15 | | Llama-70b | 37.87 | Not recorded | 695b456353fdd5c361742f15 | | Gemini-1.5-Pro | 36.21 | Not recorded | 695b456353fdd5c361742f15 | | Gemini-1.5-Pro | 35.88 | Not recorded | 695b456353fdd5c361742f15 | | Llama-70b | 17.61 | Not recorded | 695b456353fdd5c361742f15 | ### Llama-8b WAC: 82.06. Result ID: 6996f7605698665ec4441b36. [Reporting paper]() Recorded evaluation configuration: {"shot\_count":"Two-Shot"}. This record does not assert independent reproduction. ### Deepseek-r1-7b WAC: 80.4. Result ID: 6996f7605698665ec4441b3e. [Reporting paper]() Recorded evaluation configuration: {"shot\_count":"One-Shot"}. This record does not assert independent reproduction. ### Deepseek-r1-7b WAC: 76.08. Result ID: 6996f7605698665ec4441b3d. [Reporting paper]() Recorded evaluation configuration: {"shot\_count":"Zero-Shot"}. This record does not assert independent reproduction. ### Deepseek-r1-7b WAC: 76.08. Result ID: 6996f7605698665ec4441b3f. [Reporting paper]() Recorded evaluation configuration: {"shot\_count":"Two-Shot"}. This record does not assert independent reproduction. ### Llama-8b WAC: 74.42. Result ID: 6996f7605698665ec4441b34. [Reporting paper]() Recorded evaluation configuration: {"shot\_count":"Zero-Shot"}. This record does not assert independent reproduction. ### Llama-70b WAC: 72.43. Result ID: 6996f7605698665ec4441b37. [Reporting paper]() Recorded evaluation configuration: {"shot\_count":"Zero-Shot"}. This record does not assert independent reproduction. ### Llama-8b WAC: 60.13. Result ID: 6996f7605698665ec4441b35. [Reporting paper]() Recorded evaluation configuration: {"shot\_count":"One-Shot"}. This record does not assert independent reproduction. ### Gemini-1.5-Pro WAC: 42.86. Result ID: 6996f7605698665ec4441b3a. [Reporting paper]() Recorded evaluation configuration: {"shot\_count":"Zero-Shot"}. This record does not assert independent reproduction. ### Llama-70b WAC: 37.87. Result ID: 6996f7605698665ec4441b39. [Reporting paper]() Recorded evaluation configuration: {"shot\_count":"Two-Shot"}. This record does not assert independent reproduction. ### Gemini-1.5-Pro WAC: 36.21. Result ID: 6996f7605698665ec4441b3b. [Reporting paper]() Recorded evaluation configuration: {"shot\_count":"One-Shot"}. This record does not assert independent reproduction. ### Gemini-1.5-Pro WAC: 35.88. Result ID: 6996f7605698665ec4441b3c. [Reporting paper]() Recorded evaluation configuration: {"shot\_count":"Two-Shot"}. This record does not assert independent reproduction. ### Llama-70b WAC: 17.61. Result ID: 6996f7605698665ec4441b38. [Reporting paper]() Recorded evaluation configuration: {"shot\_count":"One-Shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.