# Judge Agreement Accuracy on DeepResearch 1319 queries (test) Source: [Judge Agreement Accuracy on DeepResearch 1319 queries (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:46.719Z Evaluation of model agreement accuracy when judging responses based on the DeepResearch 1319 queries test set. 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 | Judge Agreement Accuracy | | Dataset (including any stated split) | DeepResearch 1319 queries (test) | | Metric | Agreement Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 19 of 19 | | 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 - [Agreement Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Agreement Accuracy | Result date | Report paper | | --- | --- | --- | --- | | LogicJudge | 74.5 | Not recorded | 699d30576017c4460ffab1d5 | | qwen3-max | 73.53 | Not recorded | 699d30576017c4460ffab1d5 | | gpt-4.1 | 68.63 | Not recorded | 699d30576017c4460ffab1d5 | | gemini-2.5-pro | 68.63 | Not recorded | 699d30576017c4460ffab1d5 | | Ensemble Vote | 66.67 | Not recorded | 699d30576017c4460ffab1d5 | | gemini-2.5-pro | 65.69 | Not recorded | 699d30576017c4460ffab1d5 | | qwen-max | 65.69 | Not recorded | 699d30576017c4460ffab1d5 | | gpt-o3 | 63.73 | Not recorded | 699d30576017c4460ffab1d5 | | claude-4.5-sonnet | 63.73 | Not recorded | 699d30576017c4460ffab1d5 | | gpt-5 | 62.75 | Not recorded | 699d30576017c4460ffab1d5 | | deepseek-v3 | 62.75 | Not recorded | 699d30576017c4460ffab1d5 | | gpt-5.1 | 61.76 | Not recorded | 699d30576017c4460ffab1d5 | | claude-4.5-sonnet | 61.76 | Not recorded | 699d30576017c4460ffab1d5 | | gemini-3-pro | 59.8 | Not recorded | 699d30576017c4460ffab1d5 | | gemini-3-pro | 54.9 | Not recorded | 699d30576017c4460ffab1d5 | | Ensemble Consensus | 49.02 | Not recorded | 699d30576017c4460ffab1d5 | | claude-4-sonnet | 46.08 | Not recorded | 699d30576017c4460ffab1d5 | | claude-4-sonnet | 45.1 | Not recorded | 699d30576017c4460ffab1d5 | | qwen3-235b | 43.14 | Not recorded | 699d30576017c4460ffab1d5 | ### LogicJudge Agreement Accuracy: 74.5. Result ID: 699e14275698665ec4cc790a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"Qwen-3-30B-A3B","training":"SFT + GRPO"}. This record does not assert independent reproduction. ### qwen3-max Agreement Accuracy: 73.53. Result ID: 699e14275698665ec4cc7904. [Reporting paper]() Recorded evaluation configuration: {"evaluation\_setting":"one-shot"}. This record does not assert independent reproduction. ### gpt-4.1 Agreement Accuracy: 68.63. Result ID: 699e14275698665ec4cc78f9. [Reporting paper]() Recorded evaluation configuration: {"evaluation\_setting":"one-shot"}. This record does not assert independent reproduction. ### gemini-2.5-pro Agreement Accuracy: 68.63. Result ID: 699e14275698665ec4cc78fc. [Reporting paper]() Recorded evaluation configuration: {"evaluation\_setting":"one-shot"}. This record does not assert independent reproduction. ### Ensemble Vote Agreement Accuracy: 66.67. Result ID: 699e14275698665ec4cc7909. [Reporting paper]() Recorded evaluation configuration: {"evaluation\_setting":"one-shot"}. This record does not assert independent reproduction. ### gemini-2.5-pro Agreement Accuracy: 65.69. Result ID: 699e14275698665ec4cc78fd. [Reporting paper]() Recorded evaluation configuration: {"evaluation\_setting":"one-shot","mode":"thinking"}. This record does not assert independent reproduction. ### qwen-max Agreement Accuracy: 65.69. Result ID: 699e14275698665ec4cc7905. [Reporting paper]() Recorded evaluation configuration: {"evaluation\_setting":"one-shot"}. This record does not assert independent reproduction. ### gpt-o3 Agreement Accuracy: 63.73. Result ID: 699e14275698665ec4cc78f8. [Reporting paper]() Recorded evaluation configuration: {"evaluation\_setting":"one-shot"}. This record does not assert independent reproduction. ### claude-4.5-sonnet Agreement Accuracy: 63.73. Result ID: 699e14275698665ec4cc7903. [Reporting paper]() Recorded evaluation configuration: {"evaluation\_setting":"one-shot","mode":"thinking"}. This record does not assert independent reproduction. ### gpt-5 Agreement Accuracy: 62.75. Result ID: 699e14275698665ec4cc78fa. [Reporting paper]() Recorded evaluation configuration: {"evaluation\_setting":"one-shot"}. This record does not assert independent reproduction. ### deepseek-v3 Agreement Accuracy: 62.75. Result ID: 699e14275698665ec4cc7907. [Reporting paper]() Recorded evaluation configuration: {"evaluation\_setting":"one-shot"}. This record does not assert independent reproduction. ### gpt-5.1 Agreement Accuracy: 61.76. Result ID: 699e14275698665ec4cc78fb. [Reporting paper]() Recorded evaluation configuration: {"evaluation\_setting":"one-shot"}. This record does not assert independent reproduction. ### claude-4.5-sonnet Agreement Accuracy: 61.76. Result ID: 699e14275698665ec4cc7902. [Reporting paper]() Recorded evaluation configuration: {"evaluation\_setting":"one-shot"}. This record does not assert independent reproduction. ### gemini-3-pro Agreement Accuracy: 59.8. Result ID: 699e14275698665ec4cc78ff. [Reporting paper]() Recorded evaluation configuration: {"evaluation\_setting":"one-shot","mode":"thinking"}. This record does not assert independent reproduction. ### gemini-3-pro Agreement Accuracy: 54.9. Result ID: 699e14275698665ec4cc78fe. [Reporting paper]() Recorded evaluation configuration: {"evaluation\_setting":"one-shot"}. This record does not assert independent reproduction. ### Ensemble Consensus Agreement Accuracy: 49.02. Result ID: 699e14275698665ec4cc7908. [Reporting paper]() Recorded evaluation configuration: {"evaluation\_setting":"one-shot"}. This record does not assert independent reproduction. ### claude-4-sonnet Agreement Accuracy: 46.08. Result ID: 699e14275698665ec4cc7900. [Reporting paper]() Recorded evaluation configuration: {"evaluation\_setting":"one-shot"}. This record does not assert independent reproduction. ### claude-4-sonnet Agreement Accuracy: 45.1. Result ID: 699e14275698665ec4cc7901. [Reporting paper]() Recorded evaluation configuration: {"evaluation\_setting":"one-shot","mode":"thinking"}. This record does not assert independent reproduction. ### qwen3-235b Agreement Accuracy: 43.14. Result ID: 699e14275698665ec4cc7906. [Reporting paper]() Recorded evaluation configuration: {"evaluation\_setting":"one-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.