# Mathematical Reasoning on Olympiad (LLM Trust Score) Source: [Mathematical Reasoning on Olympiad (LLM Trust Score)]() Collection index: [llms.txt]() Data updated: 2026-05-22T09:16:41.511Z Evaluation of model performance on mathematical reasoning problems using the Olympiad dataset, specifically measuring the LLM Trust Score. 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 | Mathematical Reasoning | | Dataset (including any stated split) | Olympiad | | Metric | LLM Trust Score | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [LLM Trust Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | LLM Trust Score | Result date | Report paper | | --- | --- | --- | --- | | DecepChain | 97.6 | Not recorded | 68fa7bc31e209131cea8a40f | | DecepChain | 94.47 | Not recorded | 68fa7bc31e209131cea8a40f | | DecepChain | 89.6 | Not recorded | 68fa7bc31e209131cea8a40f | | DecepChain | 83.92 | Not recorded | 68fa7bc31e209131cea8a40f | | BadChain | 75.04 | Not recorded | 68fa7bc31e209131cea8a40f | | BadNet | 68.71 | Not recorded | 68fa7bc31e209131cea8a40f | | BadNet | 68.7 | Not recorded | 68fa7bc31e209131cea8a40f | | BadNet | 66.64 | Not recorded | 68fa7bc31e209131cea8a40f | | DTCoT | 53.16 | Not recorded | 68fa7bc31e209131cea8a40f | | BadChain | 50.73 | Not recorded | 68fa7bc31e209131cea8a40f | | DTCoT | 50.07 | Not recorded | 68fa7bc31e209131cea8a40f | | BadChain | 36.62 | Not recorded | 68fa7bc31e209131cea8a40f | | DTCoT | 29.48 | Not recorded | 68fa7bc31e209131cea8a40f | | BadNet | 27.6 | Not recorded | 68fa7bc31e209131cea8a40f | | BadChain | 1.27 | Not recorded | 68fa7bc31e209131cea8a40f | | DTCoT | 1.24 | Not recorded | 68fa7bc31e209131cea8a40f | ### DecepChain LLM Trust Score: 97.6. Result ID: 6a101e2efbc373592c095dee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.2-3B-Instruct"}. This record does not assert independent reproduction. ### DecepChain LLM Trust Score: 94.47. Result ID: 6a101e2efbc373592c095de6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math-7B"}. This record does not assert independent reproduction. ### DecepChain LLM Trust Score: 89.6. Result ID: 6a101e2efbc373592c095dea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeepSeek-R1-Distill-Qwen-1.5B"}. This record does not assert independent reproduction. ### DecepChain LLM Trust Score: 83.92. Result ID: 6a101e2efbc373592c095de2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math-1.5B"}. This record does not assert independent reproduction. ### BadChain LLM Trust Score: 75.04. Result ID: 6a101e2efbc373592c095de5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math-7B"}. This record does not assert independent reproduction. ### BadNet LLM Trust Score: 68.71. Result ID: 6a101e2efbc373592c095de3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math-7B"}. This record does not assert independent reproduction. ### BadNet LLM Trust Score: 68.7. Result ID: 6a101e2efbc373592c095deb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.2-3B-Instruct"}. This record does not assert independent reproduction. ### BadNet LLM Trust Score: 66.64. Result ID: 6a101e2efbc373592c095ddf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math-1.5B"}. This record does not assert independent reproduction. ### DTCoT LLM Trust Score: 53.16. Result ID: 6a101e2efbc373592c095de4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math-7B"}. This record does not assert independent reproduction. ### BadChain LLM Trust Score: 50.73. Result ID: 6a101e2efbc373592c095de9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeepSeek-R1-Distill-Qwen-1.5B"}. This record does not assert independent reproduction. ### DTCoT LLM Trust Score: 50.07. Result ID: 6a101e2efbc373592c095de8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeepSeek-R1-Distill-Qwen-1.5B"}. This record does not assert independent reproduction. ### BadChain LLM Trust Score: 36.62. Result ID: 6a101e2efbc373592c095de1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math-1.5B"}. This record does not assert independent reproduction. ### DTCoT LLM Trust Score: 29.48. Result ID: 6a101e2efbc373592c095de0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math-1.5B"}. This record does not assert independent reproduction. ### BadNet LLM Trust Score: 27.6. Result ID: 6a101e2efbc373592c095de7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeepSeek-R1-Distill-Qwen-1.5B"}. This record does not assert independent reproduction. ### BadChain LLM Trust Score: 1.27. Result ID: 6a101e2efbc373592c095ded. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.2-3B-Instruct"}. This record does not assert independent reproduction. ### DTCoT LLM Trust Score: 1.24. Result ID: 6a101e2efbc373592c095dec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.2-3B-Instruct"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.