Gemini 4 Argon vs. Qwen3.8 27B：发布比较

Gemini 4 Argon 与 Qwen3.8 27B 发布比较：分别包含 2 个和 4 个模型，各自具有不同的智能、性能与价格特征。下方对全部 6 个模型的关键指标进行了比较。

智能方面，Gemini 4 Argon 得分最高：Gemini 4 Argon (High)（50），Qwen3.8 27B 为 Qwen3.8 27B (Xhigh)（20）。
每任务耗时方面，Qwen3.8 27B 最快：Qwen3.8 27B (Non-reasoning)（18.7 分钟），Gemini 4 Argon 为 Gemini 4 Argon (High)（29.9 分钟）。
单任务成本方面，Qwen3.8 27B 最低：Qwen3.8 27B (Low)（$1.91），Gemini 4 Argon 为 Gemini 4 Argon (Medium)（$4.31）。

比较的发布


	Gemini 4 Argon (high)	Gemini 4 Argon (medium)	Qwen3.8 27B (xhigh)	Qwen3.8 27B (medium)	Qwen3.8 27B (low)	Qwen3.8 27B (non-reasoning)
Intelligence Index	50	48	20	17	16	10
财务与会计	56	53	36	29	28	22
战略与运营	57	56	39	34	29	16
法律	55	52	33	26	27	22
医疗与健康	51	--	35	24	23	19
工程	57	53	28	22	21	17
经济学	53	49	34	27	27	22
AA-Briefcase v1.1	1485	1467	1391	1371	1268	900
AutomationBench-AA	77.5%	75.8%	48.2%	40.3%	30.1%	12.4%
Terminal-Bench 4.0	57.1%	55.1%	5.6%	5.1%	2.5%	0.0%
FrontierCode-AA 2.0	25.7%	25.0%	14.9%	11.5%	12.4%	3.7%
AA-Omniscience v1.1	46	41	−6	−36	−21	−7
GDP.pdf	21.8%	25.6%	16.4%	12.8%	10.4%	5.2%
HLE-Diamond	56.7%	42.5%	15.3%	6.7%	6.8%	4.2%
CritPt v2 (Hard Subset)	52.5%	53.5%	4.0%	16.5%	5.5%	2.0%
Terminal-Bench-Science 0.1	52.9%	48.6%	0.5%	1.0%	0.5%	0.0%

每任务成本美元	$4.97	$4.31	$3.53	$2.16	$1.91	$3.77
输入价格美元/100 万 Token	$2.00	$2.00	$0.50	$0.50	$0.50	$0.50
输出价格美元/100 万 Token	$10.00	$10.00	$3.00	$3.00	$3.00	$3.00
缓存命中价格美元/100 万 Token	$0.10	$0.10	$0.10	$0.10	$0.10	$0.10
缓存写入价格美元/100 万 Token	--	--	--	--	--	--

每任务耗时分钟	29.9	--	44.6	33.8	31.0	18.7
输出速度tok/s	65	--	41	43	43	40
首个答案 Token 延迟秒	44.89	--	144.41	34.30	24.52	5.18
首 Token 延迟秒	44.89	--	5.67	6.29	7.53	5.18
端到端时间单次请求工作负载的平均值（秒）	124.52	--	274.97	164.84	120.50	61.73

上下文窗口	1M	1M	256k	256k	256k	256k
开发商	Google	Google	Alibaba	Alibaba	Alibaba	Alibaba
许可证	专有	专有	开放	开放	开放	开放
输入模态	支持：文本和图像	支持：文本和图像	支持：文本、图像和视频	支持：文本、图像和视频	支持：文本、图像和视频	支持：文本、图像和视频
输出模态	支持：文本	支持：文本	支持：文本	支持：文本	支持：文本	支持：文本
服务商			+7			+4

Updated

智能

Artificial Analysis Intelligence Index · Higher is better

每任务耗时

Inference time (minutes) per Intelligence Index task · Lower is better

每任务成本

Weighted average cost (USD) per Intelligence Index task · Lower is better

智能Updated

Artificial Analysis Intelligence Index

Artificial Analysis Intelligence Index v5.0.1 incorporates 9 evaluations: AA-Briefcase v1.1, AutomationBench-AA, Terminal-Bench 4.0, FrontierCode-AA 2.0, AA-Omniscience v1.1, GDP.pdf, HLE-Diamond, CritPt v2 (Hard Subset), and Terminal-Bench-Science 0.1

Artificial Analysis Intelligence Index v5.0.1 includes: AA-Briefcase v1.1, AutomationBench-AA, Terminal-Bench 4.0, FrontierCode-AA 2.0, AA-Omniscience v1.1, GDP.pdf, HLE-Diamond, CritPt v2 (Hard Subset), Terminal-Bench-Science 0.1. See Intelligence Index methodology for further details, including a breakdown of each evaluation and how we run them.

Intelligence Index 与每项任务的成本

Artificial Analysis Intelligence Index · Weighted average cost (USD) per Artificial Analysis Intelligence Index task

Most attractive quadrant

Gemini 4 Argon

Qwen3.8 27B

Pareto line

AA-Briefcase v1.1

AutomationBench-AA

单任务成本（美元，对数刻度）

Weighted average cost per Intelligence Index task. Each evaluation’s cost is calculated from input, cache hit, cache write, reasoning, and answer token prices, divided by task count, and weighted by its Intelligence Index weight.

成本

每项 Intelligence Index 任务的成本

Weighted average cost (USD) per Intelligence Index task · Segmented by token type · Lower is better

速度与延迟

Intelligence Index 每项任务耗时

Output tokens divided by end-to-end output speed (minutes per Intelligence Index task) · Speed at the model's own endpoint or the median across providers · Lower is better

The weighted average time (minutes) per Artificial Analysis Intelligence Index task: output tokens per task divided by output speed, weighted by each benchmark's weight in the Intelligence Index.

Speed and latency metrics average each endpoint's runs over the past 5 days, and the error rate pools them. We run the benchmark every 6 hours, and endpoints of deprecated models every 18 hours.

能力得分

能力指数

衡量模型在特定能力与行业中的表现

Finance & Accounting Index

Incorporates 5 evaluations: AA-Briefcase v1.1, AA-Omniscience v1.1, HLE-Diamond, AutomationBench-AA, GDP.pdf · Higher is better

Strategy & Ops Index

Incorporates 4 evaluations: AutomationBench-AA, AA-Briefcase v1.1, AA-Omniscience v1.1, GDP.pdf · Higher is better

Legal Index

Incorporates 5 evaluations: AA-Omniscience v1.1, AA-Briefcase v1.1, HLE-Diamond, GDP.pdf, AutomationBench-AA · Higher is better

Healthcare & Medical Index

Incorporates 5 evaluations: AA-Omniscience v1.1, AA-Briefcase v1.1, MLCR-AA, AutomationBench-AA, HLE-Diamond · Higher is better

Engineering Index

Incorporates 7 evaluations: AA-Omniscience v1.1, CritPt v2 (Hard Subset), Terminal-Bench-Science 0.1, HLE-Diamond, Terminal-Bench 4.0, FrontierCode-AA 2.0, AA-Briefcase v1.1 · Higher is better

Economics Index

Incorporates 4 evaluations: AA-Omniscience v1.1, AA-Briefcase v1.1, HLE-Diamond, GDP.pdf · Higher is better

基准测试

AA-PersonalityBenchNew

模型 Avs模型 B

AA-PersonalityBench：Expressiveness 指数，Gemini 4 Argon (high) vs Qwen3.8 27B (xhigh)

根据两者的 Elo 差距，每个模型的回答在各特质上被判定为更显著的概率 · 50% 表示势均力敌

Gemini 4 Argon (high)

Qwen3.8 27B (xhigh)

Lexically Varied

98%

Metaphorical

98%

Eloquent

80%

20%

Literate

79%

21%

Natural Sounding

75%

25%

Gemini 4 Argon vs. Qwen3.8 27B：发布比较

智能

每任务耗时

每任务成本

智能Updated

Artificial Analysis Intelligence Index

Artificial Analysis Intelligence Index

Intelligence Index 与每项任务的成本

Cost per Intelligence Index Task

Artificial Analysis Intelligence Index

成本

每项 Intelligence Index 任务的成本

Cost per Intelligence Index Task

速度与延迟

Intelligence Index 每项任务耗时

Time per Intelligence Index Task

Time Period

能力得分

能力指数

基准测试

AA-PersonalityBenchNew

AA-PersonalityBench：Expressiveness 指数，Gemini 4 Argon (high) vs Qwen3.8 27B (xhigh)