Model reports

Quant-Arena

Agent 能否在研究期开发股票评分策略，冻结程序后仍在封存年度保持表现？Quant-Arena 测试这一完整研究过程。

AI Benchmark Radar / Equality Machine · 核对于 2026-10-27

论文 v1 与作者榜单：76 个模型与推理档位配置，以及一个专有参照策略；迭代与单次生成分开呈现。

研究、冻结，再评估

每次运行用日行情及 Level-2 原始数据编写 Python 特征和每日股票评分，覆盖选定的 3,042 只 A 股。迭代研究最多在 2022–2023 年评估五个候选策略，随后冻结一个程序，在封存的 2024 年上评估一次。单次生成则直接写出策略，不获得上述研究反馈。

Quant-Arena paper v1 · protocol, Table 2, Appendix B and reference strategy

总分不是收益率

总分 S = 0.3 S_in + 0.7 S_out，范围为 0–100。样本内分数将以收益为主的策略质量与特征多样性结合；封存阶段的组合规则按版本固定，但未公开。现金账户评估器目标持有 75 只股票，并计入整手限制、费用及模拟市场冲击；等权市场参照的收益未扣费用。

Quant-Arena paper v1 · protocol, Table 2, Appendix B and reference strategy

保留每个推理档位

九个模型合计有 38 组迭代配置和 38 组单次生成配置。总分最高的配置不一定收益最高：论文表 2 中 GPT-6 Sol 的 medium 档收益为 18.4%，高于 17.1% 的未扣费市场参照，但其总分最高的是 xhigh。因此“没有模型跑赢市场”只适用于按最高总分选出的配置，不能扩展到全部运行。

Quant-Arena paper v1 · protocol, Table 2, Appendix B and reference strategy · Quant-Arena · author leaderboard, all efforts and both settings

迭代研究 · 完整配置

保留全部 38 个模型与推理档位配置。Kepler-1 为发布方的专有参照策略，不是另一个 LLM 推理档位。

迭代研究 · 2026-10-27 读取的作者榜单
模型	推理档位	总分	研究期分数	封存期分数	2024 年化收益	超额（百分点）	RankIC	夏普比率	最大回撤
Kepler-1 Einsia AI	—	77.56	77.22	77.70	94.0%	+76.9	0.085	2.98	−15.9%
GPT-6 Astra	Low	47.22	58.10	42.56	2.3%	−14.8	0.056	0.22	−25.7%
GPT-6 Astra	Medium	47.17	48.09	46.78	9.8%	−7.2	0.044	0.53	−17.9%
GPT-6 Astra	High	43.70	52.34	39.99	−0.9%	−17.9	0.053	0.11	−26.3%
GPT-6 Astra	XHigh	51.29	53.94	50.16	10.7%	−6.3	0.101	0.86	−6.8%
GPT-6 Astra	Max	50.63	52.94	49.64	11.2%	−5.9	0.082	0.81	−7.0%
GPT-6 Sol	Low	38.51	48.85	34.09	1.4%	−15.7	−0.020	0.19	−30.1%
GPT-6 Sol	Medium	49.80	44.14	52.23	18.4%	+1.4	0.018	0.65	−35.9%
GPT-6 Sol	High	42.89	52.16	38.92	−2.5%	−19.5	0.042	0.10	−37.4%
GPT-6 Sol	XHigh	51.14	55.50	49.26	8.6%	−8.4	0.053	1.89	−2.8%
GPT-6 Sol	Max	45.31	46.49	44.81	8.1%	−9.0	0.018	0.41	−30.0%
GPT-5.6 Terra	None	33.09	26.67	35.85	2.4%	−14.7	−0.042	0.22	−24.9%
GPT-5.6 Terra	Low	41.19	50.58	37.17	−4.6%	−21.7	0.022	0.02	−31.4%
GPT-5.6 Terra	Medium	39.50	43.17	37.93	−4.3%	−21.3	0.036	0.00	−29.0%
GPT-5.6 Terra	High	41.54	44.72	40.17	0.0%	−17.0	0.035	0.14	−29.9%
GPT-5.6 Terra	XHigh	44.77	50.60	42.28	9.9%	−7.1	−0.012	0.44	−32.6%
GPT-5.6 Terra	Max	47.58	50.37	46.39	8.4%	−8.7	0.026	0.42	−28.8%
Claude Opus 5.5	Low	30.15	37.76	26.89	−29.4%	−46.4	0.035	−1.21	−44.1%
Claude Opus 5.5	Medium	44.28	56.78	38.92	4.4%	−12.7	−0.002	0.29	−32.7%
Claude Opus 5.5	High	39.89	52.87	34.32	−11.2%	−28.3	0.039	−0.25	−32.7%
Claude Opus 5.5	XHigh	41.92	54.48	36.53	−7.0%	−24.0	0.043	−0.08	−33.2%
Claude Opus 5.5	Max	41.39	50.41	37.52	−4.0%	−21.1	0.030	−0.03	−25.1%
Gemini 3.8 Flash	Low	41.46	53.44	36.32	−6.2%	−23.3	0.037	−0.04	−35.8%
Gemini 3.8 Flash	Medium	43.04	53.58	38.52	−2.9%	−19.9	0.045	0.06	−33.8%
Gemini 3.8 Flash	High	35.39	48.90	29.61	−19.1%	−36.2	0.022	−0.49	−38.5%
Claude Sonnet 5.5	Low	34.97	47.91	29.43	−9.5%	−26.6	−0.009	−0.13	−35.5%
Claude Sonnet 5.5	Medium	39.42	43.39	37.73	−3.5%	−20.6	0.041	−0.02	−24.3%
Claude Sonnet 5.5	High	40.50	54.11	34.67	−9.0%	−26.1	0.044	−0.19	−34.7%
Claude Sonnet 5.5	XHigh	40.10	44.68	38.13	−0.5%	−17.6	0.015	0.15	−35.0%
Claude Sonnet 5.5	Max	40.93	57.33	33.90	−12.2%	−29.2	0.045	−0.23	−36.1%
GLM-5.3	High	38.67	49.31	34.11	−8.6%	−25.7	0.018	−0.14	−31.6%
GLM-5.3	Max	38.91	47.96	35.03	−7.8%	−24.9	0.046	−0.18	−27.8%
Kimi K3	Low	38.31	45.87	35.07	−8.5%	−25.6	0.027	−0.10	−36.4%
Kimi K3	High	31.43	36.85	29.10	−20.0%	−37.0	0.036	−0.84	−36.9%
Kimi K3	Max	31.86	39.87	28.43	−25.6%	−42.7	0.041	−1.14	−39.9%
DeepSeek V4.1 Flash	None	22.00	21.21	22.33	−24.1%	−41.2	−0.022	−1.03	−29.5%
DeepSeek V4.1 Flash	Low	36.45	48.46	31.30	−5.7%	−22.7	−0.009	−0.06	−30.3%
DeepSeek V4.1 Flash	High	35.97	46.02	31.67	−11.3%	−28.4	0.015	−0.25	−34.0%
DeepSeek V4.1 Flash	Max	35.90	42.49	33.08	−11.0%	−28.1	0.037	−0.28	−34.2%

数值按原表保留；S 是评分，ARR 与最大回撤是百分数。两种设置属于不同评测条件；Kepler-1 的构建方法未公开。

Quant-Arena paper v1 · protocol, Table 2, Appendix B and reference strategy · Quant-Arena · author leaderboard, all efforts and both settings

单次生成 · 完整配置

保留全部 38 个模型与推理档位配置。Kepler-1 为发布方的专有参照策略，不是另一个 LLM 推理档位。

单次生成 · 2026-10-27 读取的作者榜单
模型	推理档位	总分	研究期分数	封存期分数	2024 年化收益	超额（百分点）	RankIC	夏普比率	最大回撤
Kepler-1 Einsia AI	—	77.56	77.22	77.70	94.0%	+76.9	0.085	2.98	−15.9%
Claude Opus 5.5	Low	35.04	43.21	31.53	−4.5%	−21.6	−0.011	0.00	−33.0%
Claude Opus 5.5	Medium	42.61	47.19	40.65	5.6%	−11.5	−0.001	0.34	−21.0%
Claude Opus 5.5	High	36.07	39.68	34.52	−7.5%	−24.5	0.020	−0.14	−29.7%
Claude Opus 5.5	XHigh	39.13	49.05	34.88	−9.9%	−26.9	0.040	−0.20	−35.0%
Claude Opus 5.5	Max	39.70	42.07	38.69	−3.7%	−20.8	0.046	0.03	−35.9%
GPT-5.6 Terra	None	42.14	46.56	40.25	9.5%	−7.6	−0.010	0.44	−27.8%
GPT-5.6 Terra	Low	27.82	26.59	28.35	−10.3%	−27.4	−0.007	−0.24	−25.7%
GPT-5.6 Terra	Medium	21.01	20.44	21.25	−32.4%	−49.4	−0.010	−1.51	−34.1%
GPT-5.6 Terra	High	40.61	42.88	39.64	6.2%	−10.9	−0.001	0.35	−27.5%
GPT-5.6 Terra	XHigh	34.21	42.94	30.46	−9.8%	−26.8	0.000	−0.17	−33.6%
GPT-5.6 Terra	Max	20.98	20.98	20.97	−32.3%	−49.3	−0.009	−1.60	−32.6%
Claude Sonnet 5.5	Low	37.75	42.41	35.76	1.1%	−16.0	−0.007	0.19	−30.3%
Claude Sonnet 5.5	Medium	33.82	41.81	30.39	−11.5%	−28.6	0.002	−0.21	−35.5%
Claude Sonnet 5.5	High	40.24	44.28	38.50	1.4%	−15.6	0.010	0.20	−32.1%
Claude Sonnet 5.5	XHigh	37.05	47.90	32.40	−14.3%	−31.3	0.029	−0.33	−36.0%
Claude Sonnet 5.5	Max	33.89	41.19	30.77	−14.8%	−31.9	0.018	−0.33	−36.9%
GLM-5.3	High	38.02	52.54	31.79	−4.2%	−21.3	−0.023	0.05	−37.3%
GLM-5.3	Max	31.46	34.70	30.07	−15.4%	−32.4	0.022	−0.51	−32.1%
Gemini 3.8 Flash	Low	27.75	21.26	30.53	−12.1%	−29.1	0.005	−0.41	−23.5%
Gemini 3.8 Flash	Medium	35.91	35.62	36.04	1.6%	−15.4	−0.006	0.19	−23.8%
Gemini 3.8 Flash	High	30.26	25.93	32.11	−5.4%	−22.5	−0.003	−0.06	−24.6%
GPT-6 Astra	Low	30.08	35.05	27.95	−11.2%	−28.3	−0.010	−0.28	−30.3%
GPT-6 Astra	Medium	31.02	36.73	28.57	−9.7%	−26.7	−0.012	−0.20	−30.3%
GPT-6 Astra	High	35.22	38.27	33.92	−4.8%	−21.9	0.007	−0.03	−30.9%
GPT-6 Astra	XHigh	30.30	38.46	26.80	−16.7%	−33.8	−0.002	−0.48	−34.7%
GPT-6 Astra	Max	31.47	40.13	27.75	−18.3%	−35.3	0.007	−0.54	−34.8%
GPT-6 Sol	Low	32.15	38.29	29.52	−7.6%	−24.7	−0.014	−0.08	−32.2%
GPT-6 Sol	Medium	22.60	22.62	22.59	−31.4%	−48.4	−0.006	−1.31	−34.1%
GPT-6 Sol	High	23.15	21.07	24.04	−17.4%	−34.4	−0.020	−0.51	−29.6%
GPT-6 Sol	XHigh	23.29	23.84	23.05	−19.0%	−36.1	−0.022	−0.60	−29.6%
GPT-6 Sol	Max	22.31	24.08	21.55	−23.7%	−40.7	−0.018	−0.98	−32.5%
Kimi K3	Low	31.58	38.58	28.58	−13.4%	−30.5	0.000	−0.34	−33.8%
Kimi K3	High	32.01	37.89	29.48	−20.5%	−37.6	0.038	−0.84	−38.6%
Kimi K3	Max	31.65	40.87	27.70	−20.3%	−37.3	0.016	−0.86	−35.1%
DeepSeek V4.1 Flash	None	20.48	22.01	19.82	−34.1%	−51.1	−0.015	−1.79	−37.5%
DeepSeek V4.1 Flash	Low	29.36	34.21	27.28	−17.4%	−34.4	0.001	−0.49	−33.3%
DeepSeek V4.1 Flash	High	29.63	37.51	26.25	−25.4%	−42.4	0.010	−0.92	−39.5%
DeepSeek V4.1 Flash	Max	29.92	35.95	27.34	−11.9%	−29.0	−0.008	−0.42	−26.7%

数值按原表保留；S 是评分，ARR 与最大回撤是百分数。两种设置属于不同评测条件；Kepler-1 的构建方法未公开。

Quant-Arena paper v1 · protocol, Table 2, Appendix B and reference strategy · Quant-Arena · author leaderboard, all efforts and both settings

这些证据的范围

这是作者在一个股票范围和一个封存年度上完成的历史评估，使用受控数据接口与特定交易假设。它检验此条件下的研究和策略构建，不能证明未来投资表现、独立复现结果或一般金融知识排名。

Quant-Arena paper v1 · protocol, Table 2, Appendix B and reference strategy

原始发布

论文 v1 与作者榜单：76 个模型与推理档位配置，以及一个专有参照策略；迭代与单次生成分开呈现。

核对于 2026-10-27

已收录的评测资料

这条来源记录收录了 77 条数值成绩。来源区分了 10 个模型身份或配置。同一模型可能有多条记录；比较前请核对具体版本、工具和运行预算。查看成绩及逐条证据 →

报告指标: Total score S = 0.3 S_in + 0.7 S_out (0–100)
原始单位: points
指标方向: 数值越高越好

从这些资料开始

收录来源 · lab.einsia.ai

引用文档及日期（1）

Quant-Arena paper v1 · configuration results and proprietary reference · 2026-10-21

评测信息与证据

来源: Model reports
发布者: 未收录
评测发布日期: 2026-10-21
采集日期: 未收录
模态: 未收录

本站保留来源报告的结果，不代表独立复测。请先核对任务版本、评测协议、分数单位和报告日期；不同运行条件不能直接合并为统一排名。

报告成绩 77

按来源中的观察顺序展示，顺序不代表排名。日期保留原始精度。

模型	数值	单位	协议	报告日期与口径	来源
Kepler-1 (proprietary strategy)	77.56	points	Kepler-1 proprietary reference strategy; construction undisclosed; cash-account evaluator; not a supported-effort LLM run	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
Claude Opus 5.5	39.89	points	iterative research; at most five research-window candidate evaluations; reasoning effort high; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
Claude Sonnet 5.5	40.5	points	iterative research; at most five research-window candidate evaluations; reasoning effort high; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
DeepSeek V4.1 Flash	35.97	points	iterative research; at most five research-window candidate evaluations; reasoning effort high; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
GLM-5.3	38.67	points	iterative research; at most five research-window candidate evaluations; reasoning effort high; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
GPT-5.6 Terra	41.54	points	iterative research; at most five research-window candidate evaluations; reasoning effort high; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
GPT-6 Astra	43.7	points	iterative research; at most five research-window candidate evaluations; reasoning effort high; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
GPT-6 Sol	42.89	points	iterative research; at most five research-window candidate evaluations; reasoning effort high; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
Gemini 3.8 Flash	35.39	points	iterative research; at most five research-window candidate evaluations; reasoning effort high; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
Kimi K3	31.43	points	iterative research; at most five research-window candidate evaluations; reasoning effort high; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
Claude Opus 5.5	30.15	points	iterative research; at most five research-window candidate evaluations; reasoning effort low; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
Claude Sonnet 5.5	34.97	points	iterative research; at most five research-window candidate evaluations; reasoning effort low; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
DeepSeek V4.1 Flash	36.45	points	iterative research; at most five research-window candidate evaluations; reasoning effort low; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
GPT-5.6 Terra	41.19	points	iterative research; at most five research-window candidate evaluations; reasoning effort low; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
GPT-6 Astra	47.22	points	iterative research; at most five research-window candidate evaluations; reasoning effort low; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
GPT-6 Sol	38.51	points	iterative research; at most five research-window candidate evaluations; reasoning effort low; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
Gemini 3.8 Flash	41.46	points	iterative research; at most five research-window candidate evaluations; reasoning effort low; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
Kimi K3	38.31	points	iterative research; at most five research-window candidate evaluations; reasoning effort low; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
Claude Opus 5.5	41.39	points	iterative research; at most five research-window candidate evaluations; reasoning effort max; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
Claude Sonnet 5.5	40.93	points	iterative research; at most five research-window candidate evaluations; reasoning effort max; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
DeepSeek V4.1 Flash	35.9	points	iterative research; at most five research-window candidate evaluations; reasoning effort max; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
GLM-5.3	38.91	points	iterative research; at most five research-window candidate evaluations; reasoning effort max; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
GPT-5.6 Terra	47.58	points	iterative research; at most five research-window candidate evaluations; reasoning effort max; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
GPT-6 Astra	50.63	points	iterative research; at most five research-window candidate evaluations; reasoning effort max; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
GPT-6 Sol	45.31	points	iterative research; at most five research-window candidate evaluations; reasoning effort max; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
Kimi K3	31.86	points	iterative research; at most five research-window candidate evaluations; reasoning effort max; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
Claude Opus 5.5	44.28	points	iterative research; at most five research-window candidate evaluations; reasoning effort medium; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
Claude Sonnet 5.5	39.42	points	iterative research; at most five research-window candidate evaluations; reasoning effort medium; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
GPT-5.6 Terra	39.5	points	iterative research; at most five research-window candidate evaluations; reasoning effort medium; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
GPT-6 Astra	47.17	points	iterative research; at most five research-window candidate evaluations; reasoning effort medium; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
GPT-6 Sol	49.8	points	iterative research; at most five research-window candidate evaluations; reasoning effort medium; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
Gemini 3.8 Flash	43.04	points	iterative research; at most five research-window candidate evaluations; reasoning effort medium; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
DeepSeek V4.1 Flash	22.0	points	iterative research; at most five research-window candidate evaluations; reasoning effort none; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
GPT-5.6 Terra	33.09	points	iterative research; at most five research-window candidate evaluations; reasoning effort none; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
Claude Opus 5.5	41.92	points	iterative research; at most five research-window candidate evaluations; reasoning effort xhigh; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
Claude Sonnet 5.5	40.1	points	iterative research; at most five research-window candidate evaluations; reasoning effort xhigh; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
GPT-5.6 Terra	44.77	points	iterative research; at most five research-window candidate evaluations; reasoning effort xhigh; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
GPT-6 Astra	51.29	points	iterative research; at most five research-window candidate evaluations; reasoning effort xhigh; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
GPT-6 Sol	51.14	points	iterative research; at most five research-window candidate evaluations; reasoning effort xhigh; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
Claude Opus 5.5	36.07	points	one-shot generation; no research-window candidate feedback; reasoning effort high; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
Claude Sonnet 5.5	40.24	points	one-shot generation; no research-window candidate feedback; reasoning effort high; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
DeepSeek V4.1 Flash	29.63	points	one-shot generation; no research-window candidate feedback; reasoning effort high; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
GLM-5.3	38.02	points	one-shot generation; no research-window candidate feedback; reasoning effort high; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
GPT-5.6 Terra	40.61	points	one-shot generation; no research-window candidate feedback; reasoning effort high; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
GPT-6 Astra	35.22	points	one-shot generation; no research-window candidate feedback; reasoning effort high; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
GPT-6 Sol	23.15	points	one-shot generation; no research-window candidate feedback; reasoning effort high; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
Gemini 3.8 Flash	30.26	points	one-shot generation; no research-window candidate feedback; reasoning effort high; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
Kimi K3	32.01	points	one-shot generation; no research-window candidate feedback; reasoning effort high; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
Claude Opus 5.5	35.04	points	one-shot generation; no research-window candidate feedback; reasoning effort low; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
Claude Sonnet 5.5	37.75	points	one-shot generation; no research-window candidate feedback; reasoning effort low; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
DeepSeek V4.1 Flash	29.36	points	one-shot generation; no research-window candidate feedback; reasoning effort low; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
GPT-5.6 Terra	27.82	points	one-shot generation; no research-window candidate feedback; reasoning effort low; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
GPT-6 Astra	30.08	points	one-shot generation; no research-window candidate feedback; reasoning effort low; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
GPT-6 Sol	32.15	points	one-shot generation; no research-window candidate feedback; reasoning effort low; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
Gemini 3.8 Flash	27.75	points	one-shot generation; no research-window candidate feedback; reasoning effort low; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
Kimi K3	31.58	points	one-shot generation; no research-window candidate feedback; reasoning effort low; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
Claude Opus 5.5	39.7	points	one-shot generation; no research-window candidate feedback; reasoning effort max; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
Claude Sonnet 5.5	33.89	points	one-shot generation; no research-window candidate feedback; reasoning effort max; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
DeepSeek V4.1 Flash	29.92	points	one-shot generation; no research-window candidate feedback; reasoning effort max; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
GLM-5.3	31.46	points	one-shot generation; no research-window candidate feedback; reasoning effort max; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
GPT-5.6 Terra	20.98	points	one-shot generation; no research-window candidate feedback; reasoning effort max; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
GPT-6 Astra	31.47	points	one-shot generation; no research-window candidate feedback; reasoning effort max; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
GPT-6 Sol	22.31	points	one-shot generation; no research-window candidate feedback; reasoning effort max; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
Kimi K3	31.65	points	one-shot generation; no research-window candidate feedback; reasoning effort max; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
Claude Opus 5.5	42.61	points	one-shot generation; no research-window candidate feedback; reasoning effort medium; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
Claude Sonnet 5.5	33.82	points	one-shot generation; no research-window candidate feedback; reasoning effort medium; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
GPT-5.6 Terra	21.01	points	one-shot generation; no research-window candidate feedback; reasoning effort medium; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
GPT-6 Astra	31.02	points	one-shot generation; no research-window candidate feedback; reasoning effort medium; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
GPT-6 Sol	22.6	points	one-shot generation; no research-window candidate feedback; reasoning effort medium; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
Gemini 3.8 Flash	35.91	points	one-shot generation; no research-window candidate feedback; reasoning effort medium; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
DeepSeek V4.1 Flash	20.48	points	one-shot generation; no research-window candidate feedback; reasoning effort none; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
GPT-5.6 Terra	42.14	points	one-shot generation; no research-window candidate feedback; reasoning effort none; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
Claude Opus 5.5	39.13	points	one-shot generation; no research-window candidate feedback; reasoning effort xhigh; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
Claude Sonnet 5.5	37.05	points	one-shot generation; no research-window candidate feedback; reasoning effort xhigh; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
GPT-5.6 Terra	34.21	points	one-shot generation; no research-window candidate feedback; reasoning effort xhigh; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
GPT-6 Astra	30.3	points	one-shot generation; no research-window candidate feedback; reasoning effort xhigh; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference
GPT-6 Sol	23.29	points	one-shot generation; no research-window candidate feedback; reasoning effort xhigh; frozen strategy; cash-account evaluator	2026-10-21 · document_publication	Quant-Arena paper v1 · configuration results and proprietary reference

研究、冻结，再评估

总分不是收益率

保留每个推理档位

迭代研究 · 完整配置

单次生成 · 完整配置

这些证据的范围

原始发布

已收录的评测资料

从这些资料开始

评测信息与证据

报告成绩 77

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