# Syllogistic Reasoning on Syllogistic Reasoning (test) Source: [Syllogistic Reasoning on Syllogistic Reasoning (test)]() Collection index: [llms.txt]() Data updated: 2026-03-09T06:49:15.502Z Evaluation of model performance on Syllogistic Reasoning using the test split of the Syllogistic Reasoning dataset, measured by Accuracy (Acc) and Confidence Error (CE). 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 | Syllogistic Reasoning | | Dataset (including any stated split) | Syllogistic Reasoning (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 32 of 32 | | 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. - [Confidence Error](): Lower is better; unit: PERCENT. - [Accuracy / Confidence Error Ratio](): Higher is better; unit: SCALAR. - [Absolute Delta (Acc vs CE)](): Lower is better; unit: SCALAR. - [Relative Delta (Acc vs CE)](): Lower is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Contrastive Steering (Qwen 2.5) | 89.9 | Not recorded | 68fa78991e209131cea7939d | | Contrastive Steering (Qwen 2.5) | 89.9 | Not recorded | 68fa78991e209131cea7939d | | Qwen 2.5 | 89.8 | Not recorded | 68fa78991e209131cea7939d | | Qwen 2.5 | 88.85 | Not recorded | 68fa78991e209131cea7939d | | Contrastive Steering (Qwen 2.5) | 86.63 | Not recorded | 68fa78991e209131cea7939d | | Qwen 2.5 | 86.44 | Not recorded | 68fa78991e209131cea7939d | | Qwen 2.5 | 85.29 | Not recorded | 68fa78991e209131cea7939d | | Contrastive Steering (Qwen 2.5) | 85.29 | Not recorded | 68fa78991e209131cea7939d | | Contrastive Steering (Llama 3.1) | 85.1 | Not recorded | 68fa78991e209131cea7939d | | Gemma 2 | 85 | Not recorded | 68fa78991e209131cea7939d | | Gemma 2 | 84.61 | Not recorded | 68fa78991e209131cea7939d | | Contrastive Steering (Gemma 2) | 83.27 | Not recorded | 68fa78991e209131cea7939d | | Contrastive Steering (Gemma 2) | 80.38 | Not recorded | 68fa78991e209131cea7939d | | Llama 3.1 | 78.27 | Not recorded | 68fa78991e209131cea7939d | | Contrastive Steering (Llama 3.2) | 78.27 | Not recorded | 68fa78991e209131cea7939d | | Llama 3.2 | 77.79 | Not recorded | 68fa78991e209131cea7939d | | Contrastive Steering (Llama 3.2) | 77.79 | Not recorded | 68fa78991e209131cea7939d | | Contrastive Steering (Qwen 2.5) | 77.79 | Not recorded | 68fa78991e209131cea7939d | | Qwen 2.5 | 75.67 | Not recorded | 68fa78991e209131cea7939d | | Contrastive Steering (Gemma 2) | 74.13 | Not recorded | 68fa78991e209131cea7939d | | Contrastive Steering (Llama 3.2) | 73.56 | Not recorded | 68fa78991e209131cea7939d | | Gemma 2 | 73.27 | Not recorded | 68fa78991e209131cea7939d | | Llama 3.2 | 72.79 | Not recorded | 68fa78991e209131cea7939d | | Contrastive Steering (Qwen 2.5) | 72.69 | Not recorded | 68fa78991e209131cea7939d | | Contrastive Steering (Gemma 2) | 70 | Not recorded | 68fa78991e209131cea7939d | | Gemma 2 | 69.42 | Not recorded | 68fa78991e209131cea7939d | | Contrastive Steering (Llama 3.2) | 66.44 | Not recorded | 68fa78991e209131cea7939d | | Llama 3.2 | 58.17 | Not recorded | 68fa78991e209131cea7939d | | Llama 3.2 | 57.21 | Not recorded | 68fa78991e209131cea7939d | | Qwen 2.5 | 51.92 | Not recorded | 68fa78991e209131cea7939d | | Llama 3.1 | 40.58 | Not recorded | 68fa78991e209131cea7939d | | Contrastive Steering (Llama 3.1) | 30.67 | Not recorded | 68fa78991e209131cea7939d | ### Contrastive Steering (Qwen 2.5) Accuracy: 89.9. Result ID: 69ae6b606dbb7075b955df9e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"7b","Setting":"Zero-shot","Steering":"Steered Model (αbest)","αbest":"-1.5"}. This record does not assert independent reproduction. ### Contrastive Steering (Qwen 2.5) Accuracy: 89.9. Result ID: 69ae6b606dbb7075b955dfae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"7b","Setting":"Few-shot","Steering":"Steered Model (αbest)","αbest":"0.9"}. This record does not assert independent reproduction. ### Qwen 2.5 Accuracy: 89.8. Result ID: 69ae6b606dbb7075b955dfad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"7b","Setting":"Few-shot","Steering":"Base Model (α = 0)"}. This record does not assert independent reproduction. ### Qwen 2.5 Accuracy: 88.85. Result ID: 69ae6b606dbb7075b955df9d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"7b","Setting":"Zero-shot","Steering":"Base Model (α = 0)"}. This record does not assert independent reproduction. ### Contrastive Steering (Qwen 2.5) Accuracy: 86.63. Result ID: 69ae6b606dbb7075b955dfac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"3b","Setting":"Few-shot","Steering":"Steered Model (αbest)","αbest":"0.6"}. This record does not assert independent reproduction. ### Qwen 2.5 Accuracy: 86.44. Result ID: 69ae6b606dbb7075b955dfab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"3b","Setting":"Few-shot","Steering":"Base Model (α = 0)"}. This record does not assert independent reproduction. ### Qwen 2.5 Accuracy: 85.29. Result ID: 69ae6b606dbb7075b955df9b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"3b","Setting":"Zero-shot","Steering":"Base Model (α = 0)"}. This record does not assert independent reproduction. ### Contrastive Steering (Qwen 2.5) Accuracy: 85.29. Result ID: 69ae6b606dbb7075b955df9c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"3b","Setting":"Zero-shot","Steering":"Steered Model (αbest)","αbest":"0.0"}. This record does not assert independent reproduction. ### Contrastive Steering (Llama 3.1) Accuracy: 85.1. Result ID: 69ae6b606dbb7075b955df94. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"8b","Setting":"Zero-shot","Steering":"Steered Model (αbest)","αbest":"0.9"}. This record does not assert independent reproduction. ### Gemma 2 Accuracy: 85. Result ID: 69ae6b606dbb7075b955df97. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"9b","Setting":"Zero-shot","Steering":"Base Model (α = 0)"}. This record does not assert independent reproduction. ### Gemma 2 Accuracy: 84.61. Result ID: 69ae6b606dbb7075b955dfa7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"9b","Setting":"Few-shot","Steering":"Base Model (α = 0)"}. This record does not assert independent reproduction. ### Contrastive Steering (Gemma 2) Accuracy: 83.27. Result ID: 69ae6b606dbb7075b955df98. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"9b","Setting":"Zero-shot","Steering":"Steered Model (αbest)","αbest":"0.6"}. This record does not assert independent reproduction. ### Contrastive Steering (Gemma 2) Accuracy: 80.38. Result ID: 69ae6b606dbb7075b955dfa8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"9b","Setting":"Few-shot","Steering":"Steered Model (αbest)","αbest":"0.3"}. This record does not assert independent reproduction. ### Llama 3.1 Accuracy: 78.27. Result ID: 69ae6b606dbb7075b955df93. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Size":"8b","Setting":"Zero-shot","Steering":"Base Model (α = 0)"}. This record does not assert independent reproduction. ### Contrastive Steering (Llama 3.2) Accuracy: 78.27. Result ID: 69ae6b606dbb7075b955dfa2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"3b","Setting":"Few-shot","Steering":"Steered Model (αbest)","αbest":"0.3"}. This record does not assert independent reproduction. ### Llama 3.2 Accuracy: 77.79. Result ID: 69ae6b606dbb7075b955df91. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Size":"3b","Setting":"Zero-shot","Steering":"Base Model (α = 0)"}. This record does not assert independent reproduction. ### Contrastive Steering (Llama 3.2) Accuracy: 77.79. Result ID: 69ae6b606dbb7075b955df92. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"3b","Setting":"Zero-shot","Steering":"Steered Model (αbest)","αbest":"0.0"}. This record does not assert independent reproduction. ### Contrastive Steering (Qwen 2.5) Accuracy: 77.79. Result ID: 69ae6b606dbb7075b955df9a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"1.5b","Setting":"Zero-shot","Steering":"Steered Model (αbest)","αbest":"0.3"}. This record does not assert independent reproduction. ### Qwen 2.5 Accuracy: 75.67. Result ID: 69ae6b606dbb7075b955df99. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"1.5b","Setting":"Zero-shot","Steering":"Base Model (α = 0)"}. This record does not assert independent reproduction. ### Contrastive Steering (Gemma 2) Accuracy: 74.13. Result ID: 69ae6b606dbb7075b955df96. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"2b","Setting":"Zero-shot","Steering":"Steered Model (αbest)","αbest":"1.8"}. This record does not assert independent reproduction. ### Contrastive Steering (Llama 3.2) Accuracy: 73.56. Result ID: 69ae6b606dbb7075b955df90. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"1b","Setting":"Zero-shot","Steering":"Steered Model (αbest)","αbest":"-0.9"}. This record does not assert independent reproduction. ### Gemma 2 Accuracy: 73.27. Result ID: 69ae6b606dbb7075b955df95. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"2b","Setting":"Zero-shot","Steering":"Base Model (α = 0)"}. This record does not assert independent reproduction. ### Llama 3.2 Accuracy: 72.79. Result ID: 69ae6b606dbb7075b955dfa1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Size":"3b","Setting":"Few-shot","Steering":"Base Model (α = 0)"}. This record does not assert independent reproduction. ### Contrastive Steering (Qwen 2.5) Accuracy: 72.69. Result ID: 69ae6b606dbb7075b955dfaa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"1.5b","Setting":"Few-shot","Steering":"Steered Model (αbest)","αbest":"-1.2"}. This record does not assert independent reproduction. ### Contrastive Steering (Gemma 2) Accuracy: 70. Result ID: 69ae6b606dbb7075b955dfa6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"2b","Setting":"Few-shot","Steering":"Steered Model (αbest)","αbest":"-0.3"}. This record does not assert independent reproduction. ### Gemma 2 Accuracy: 69.42. Result ID: 69ae6b606dbb7075b955dfa5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"2b","Setting":"Few-shot","Steering":"Base Model (α = 0)"}. This record does not assert independent reproduction. ### Contrastive Steering (Llama 3.2) Accuracy: 66.44. Result ID: 69ae6b606dbb7075b955dfa0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"1b","Setting":"Few-shot","Steering":"Steered Model (αbest)","αbest":"-1.5"}. This record does not assert independent reproduction. ### Llama 3.2 Accuracy: 58.17. Result ID: 69ae6b606dbb7075b955df8f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Size":"1b","Setting":"Zero-shot","Steering":"Base Model (α = 0)"}. This record does not assert independent reproduction. ### Llama 3.2 Accuracy: 57.21. Result ID: 69ae6b606dbb7075b955df9f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Size":"1b","Setting":"Few-shot","Steering":"Base Model (α = 0)"}. This record does not assert independent reproduction. ### Qwen 2.5 Accuracy: 51.92. Result ID: 69ae6b606dbb7075b955dfa9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"1.5b","Setting":"Few-shot","Steering":"Base Model (α = 0)"}. This record does not assert independent reproduction. ### Llama 3.1 Accuracy: 40.58. Result ID: 69ae6b606dbb7075b955dfa3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Size":"8b","Setting":"Few-shot","Steering":"Base Model (α = 0)"}. This record does not assert independent reproduction. ### Contrastive Steering (Llama 3.1) Accuracy: 30.67. Result ID: 69ae6b606dbb7075b955dfa4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"8b","Setting":"Few-shot","Steering":"Steered Model (αbest)","αbest":"0.3"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.