# Mathematical Reasoning on Beyond-AIME (Seed, VeRA-E, ∆) Source: [Mathematical Reasoning on Beyond-AIME (Seed, VeRA-E, ∆)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:04:09.813Z Evaluation of model performance on the Beyond-AIME dataset for mathematical reasoning, reporting metrics Seed, VeRA-E, and ∆. 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) | Beyond-AIME | | Metric | Seed 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 - [Seed Score](): Higher is better; unit: SCALAR. - [VeRA-E Score](): Higher is better; unit: SCALAR. - [Delta (∆)](): Higher is better; unit: SCALAR. ## Recorded results | Method | Seed Score | Result date | Report paper | | --- | --- | --- | --- | | Gemini-3-Pro-Preview | 76.6 | Not recorded | 6993f6229ebc499c97409b26 | | DeepSeek-V3.1-thinking | 71.8 | Not recorded | 6993f6229ebc499c97409b26 | | GPT-5.1-high | 71.6 | Not recorded | 6993f6229ebc499c97409b26 | | DeepSeek-V3.2-thinking | 69.4 | Not recorded | 6993f6229ebc499c97409b26 | | GLM-4.6 | 68.2 | Not recorded | 6993f6229ebc499c97409b26 | | GPT-5-high | 68 | Not recorded | 6993f6229ebc499c97409b26 | | Seed-1.6-1015-high | 58.8 | Not recorded | 6993f6229ebc499c97409b26 | | Gemini-2.5-Pro | 57.2 | Not recorded | 6993f6229ebc499c97409b26 | | Minimax-M2 | 56.8 | Not recorded | 6993f6229ebc499c97409b26 | | Kimi-K2-thinking | 54.8 | Not recorded | 6993f6229ebc499c97409b26 | | Seed-1.6-Lite-1015-high | 54.8 | Not recorded | 6993f6229ebc499c97409b26 | | Seed-1.6-Thinking-0715 | 54.4 | Not recorded | 6993f6229ebc499c97409b26 | | qwen3-max-0923 | 53.6 | Not recorded | 6993f6229ebc499c97409b26 | | Claude-Sonnet-4.5-thinking | 51.6 | Not recorded | 6993f6229ebc499c97409b26 | | Kimi-K2-0905 | 37 | Not recorded | 6993f6229ebc499c97409b26 | | GPT-5.1-chat-latest | 28.8 | Not recorded | 6993f6229ebc499c97409b26 | ### Gemini-3-Pro-Preview Seed Score: 76.6. Result ID: 699a6b615698665ec4f3d7ca. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Avg@5 (%)"}. This record does not assert independent reproduction. ### DeepSeek-V3.1-thinking Seed Score: 71.8. Result ID: 699a6b615698665ec4f3d7d0. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Avg@5 (%)"}. This record does not assert independent reproduction. ### GPT-5.1-high Seed Score: 71.6. Result ID: 699a6b615698665ec4f3d7c3. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Avg@5 (%)"}. This record does not assert independent reproduction. ### DeepSeek-V3.2-thinking Seed Score: 69.4. Result ID: 699a6b615698665ec4f3d7c6. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Avg@5 (%)"}. This record does not assert independent reproduction. ### GLM-4.6 Seed Score: 68.2. Result ID: 699a6b615698665ec4f3d7c2. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Avg@5 (%)"}. This record does not assert independent reproduction. ### GPT-5-high Seed Score: 68. Result ID: 699a6b615698665ec4f3d7cb. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Avg@5 (%)"}. This record does not assert independent reproduction. ### Seed-1.6-1015-high Seed Score: 58.8. Result ID: 699a6b615698665ec4f3d7c7. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Avg@5 (%)"}. This record does not assert independent reproduction. ### Gemini-2.5-Pro Seed Score: 57.2. Result ID: 699a6b615698665ec4f3d7c1. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Avg@5 (%)"}. This record does not assert independent reproduction. ### Minimax-M2 Seed Score: 56.8. Result ID: 699a6b615698665ec4f3d7c9. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Avg@5 (%)"}. This record does not assert independent reproduction. ### Kimi-K2-thinking Seed Score: 54.8. Result ID: 699a6b615698665ec4f3d7c8. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Avg@5 (%)"}. This record does not assert independent reproduction. ### Seed-1.6-Lite-1015-high Seed Score: 54.8. Result ID: 699a6b615698665ec4f3d7cf. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Avg@5 (%)"}. This record does not assert independent reproduction. ### Seed-1.6-Thinking-0715 Seed Score: 54.4. Result ID: 699a6b615698665ec4f3d7c5. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Avg@5 (%)"}. This record does not assert independent reproduction. ### qwen3-max-0923 Seed Score: 53.6. Result ID: 699a6b615698665ec4f3d7cd. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Avg@5 (%)"}. This record does not assert independent reproduction. ### Claude-Sonnet-4.5-thinking Seed Score: 51.6. Result ID: 699a6b615698665ec4f3d7c4. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Avg@5 (%)"}. This record does not assert independent reproduction. ### Kimi-K2-0905 Seed Score: 37. Result ID: 699a6b615698665ec4f3d7cc. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Avg@5 (%)"}. This record does not assert independent reproduction. ### GPT-5.1-chat-latest Seed Score: 28.8. Result ID: 699a6b615698665ec4f3d7ce. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Avg@5 (%)"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.