# Mathematical Reasoning on AMC 2023 (Token Usage and Cost) Source: [Mathematical Reasoning on AMC 2023 (Token Usage and Cost)]() Collection index: [llms.txt]() Data updated: 2026-04-02T08:32:59.628Z Evaluation of model efficiency on the AMC 2023 mathematical reasoning dataset, focusing on input token count, output token count, and associated inference cost. 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) | AMC 2023 | | Metric | Input Tokens | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 29 of 29 | | 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 - [Input Tokens](): Higher is better; unit: SCALAR. - [Output Tokens](): Higher is better; unit: SCALAR. - [Cost ($)](): Lower is better; unit: SCALAR. ## Recorded results | Method | Input Tokens | Result date | Report paper | | --- | --- | --- | --- | | BoT | 26854.97 | Not recorded | 68fa7ba81e209131cea89b29 | | BoT | 21432.03 | Not recorded | 68fa7ba81e209131cea89b29 | | BoT | 17918.07 | Not recorded | 68fa7ba81e209131cea89b29 | | BoT | 5604.96 | Not recorded | 68fa7ba81e209131cea89b29 | | CoT-SC | 806.5 | Not recorded | 68fa7ba81e209131cea89b29 | | CoT-SC | 806.5 | Not recorded | 68fa7ba81e209131cea89b29 | | CoT-SC | 806.5 | Not recorded | 68fa7ba81e209131cea89b29 | | CoT-SC | 806.5 | Not recorded | 68fa7ba81e209131cea89b29 | | CoT-SC | 769.52 | Not recorded | 68fa7ba81e209131cea89b29 | | RAG | 371.27 | Not recorded | 68fa7ba81e209131cea89b29 | | RAG | 371.27 | Not recorded | 68fa7ba81e209131cea89b29 | | RAG | 371.27 | Not recorded | 68fa7ba81e209131cea89b29 | | RAG | 371.27 | Not recorded | 68fa7ba81e209131cea89b29 | | RoT + TI | 286.02 | Not recorded | 68fa7ba81e209131cea89b29 | | RoT + TI | 286.02 | Not recorded | 68fa7ba81e209131cea89b29 | | RoT + TI | 286.02 | Not recorded | 68fa7ba81e209131cea89b29 | | RoT + TI | 286.02 | Not recorded | 68fa7ba81e209131cea89b29 | | RoT + TI | 286.02 | Not recorded | 68fa7ba81e209131cea89b29 | | CoT | 260.57 | Not recorded | 68fa7ba81e209131cea89b29 | | CoT | 260.57 | Not recorded | 68fa7ba81e209131cea89b29 | | CoT | 260.57 | Not recorded | 68fa7ba81e209131cea89b29 | | CoT | 260.57 | Not recorded | 68fa7ba81e209131cea89b29 | | CoT | 260.57 | Not recorded | 68fa7ba81e209131cea89b29 | | RAG | 252.55 | Not recorded | 68fa7ba81e209131cea89b29 | | RoT | 216.03 | Not recorded | 68fa7ba81e209131cea89b29 | | RoT | 216.03 | Not recorded | 68fa7ba81e209131cea89b29 | | RoT | 216.03 | Not recorded | 68fa7ba81e209131cea89b29 | | RoT | 216.03 | Not recorded | 68fa7ba81e209131cea89b29 | | RoT | 216.03 | Not recorded | 68fa7ba81e209131cea89b29 | ### BoT Input Tokens: 26854.97. Result ID: 69ce284547f34ce924b745ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen3-8B"}. This record does not assert independent reproduction. ### BoT Input Tokens: 21432.03. Result ID: 69ce284547f34ce924b745c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen3-4B"}. This record does not assert independent reproduction. ### BoT Input Tokens: 17918.07. Result ID: 69ce284547f34ce924b745c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen3-1.7B"}. This record does not assert independent reproduction. ### BoT Input Tokens: 5604.96. Result ID: 69ce284547f34ce924b745bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen3-0.6B"}. This record does not assert independent reproduction. ### CoT-SC Input Tokens: 806.5. Result ID: 69ce284547f34ce924b745bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen3-0.6B"}. This record does not assert independent reproduction. ### CoT-SC Input Tokens: 806.5. Result ID: 69ce284547f34ce924b745c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen3-1.7B"}. This record does not assert independent reproduction. ### CoT-SC Input Tokens: 806.5. Result ID: 69ce284547f34ce924b745c9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen3-4B"}. This record does not assert independent reproduction. ### CoT-SC Input Tokens: 806.5. Result ID: 69ce284547f34ce924b745cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen3-8B"}. This record does not assert independent reproduction. ### CoT-SC Input Tokens: 769.52. Result ID: 69ce284547f34ce924b745d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen3-14B"}. This record does not assert independent reproduction. ### RAG Input Tokens: 371.27. Result ID: 69ce284547f34ce924b745bb. [Reporting paper]() Recorded evaluation configuration: {"LLM":"Qwen3-0.6B"}. This record does not assert independent reproduction. ### RAG Input Tokens: 371.27. Result ID: 69ce284547f34ce924b745c1. [Reporting paper]() Recorded evaluation configuration: {"LLM":"Qwen3-1.7B"}. This record does not assert independent reproduction. ### RAG Input Tokens: 371.27. Result ID: 69ce284547f34ce924b745c7. [Reporting paper]() Recorded evaluation configuration: {"LLM":"Qwen3-4B"}. This record does not assert independent reproduction. ### RAG Input Tokens: 371.27. Result ID: 69ce284547f34ce924b745cd. [Reporting paper]() Recorded evaluation configuration: {"LLM":"Qwen3-8B"}. This record does not assert independent reproduction. ### RoT + TI Input Tokens: 286.02. Result ID: 69ce284547f34ce924b745bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen3-0.6B"}. This record does not assert independent reproduction. ### RoT + TI Input Tokens: 286.02. Result ID: 69ce284547f34ce924b745c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen3-1.7B"}. This record does not assert independent reproduction. ### RoT + TI Input Tokens: 286.02. Result ID: 69ce284547f34ce924b745cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen3-4B"}. This record does not assert independent reproduction. ### RoT + TI Input Tokens: 286.02. Result ID: 69ce284547f34ce924b745d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen3-8B"}. This record does not assert independent reproduction. ### RoT + TI Input Tokens: 286.02. Result ID: 69ce284547f34ce924b745d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen3-14B"}. This record does not assert independent reproduction. ### CoT Input Tokens: 260.57. Result ID: 69ce284547f34ce924b745ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen3-0.6B"}. This record does not assert independent reproduction. ### CoT Input Tokens: 260.57. Result ID: 69ce284547f34ce924b745c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen3-1.7B"}. This record does not assert independent reproduction. ### CoT Input Tokens: 260.57. Result ID: 69ce284547f34ce924b745c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen3-4B"}. This record does not assert independent reproduction. ### CoT Input Tokens: 260.57. Result ID: 69ce284547f34ce924b745cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen3-8B"}. This record does not assert independent reproduction. ### CoT Input Tokens: 260.57. Result ID: 69ce284547f34ce924b745d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen3-14B"}. This record does not assert independent reproduction. ### RAG Input Tokens: 252.55. Result ID: 69ce284547f34ce924b745d3. [Reporting paper]() Recorded evaluation configuration: {"LLM":"Qwen3-14B"}. This record does not assert independent reproduction. ### RoT Input Tokens: 216.03. Result ID: 69ce284547f34ce924b745be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen3-0.6B"}. This record does not assert independent reproduction. ### RoT Input Tokens: 216.03. Result ID: 69ce284547f34ce924b745c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen3-1.7B"}. This record does not assert independent reproduction. ### RoT Input Tokens: 216.03. Result ID: 69ce284547f34ce924b745ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen3-4B"}. This record does not assert independent reproduction. ### RoT Input Tokens: 216.03. Result ID: 69ce284547f34ce924b745d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen3-8B"}. This record does not assert independent reproduction. ### RoT Input Tokens: 216.03. Result ID: 69ce284547f34ce924b745d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen3-14B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.