性能衰退追踪器

检测AI模型可能出现的性能下降。此追踪器监控排名变动(排行榜上的位置变化),并标记在24小时或7天内显著下降的模型。"衰退分"越高,意味着越多的警告信号。

存在风险的模型

225

下降中 (7天)

212

不稳定

219

持续下降

按性能衰退风险评分排名的模型

LMMarketCap.com

存在风险的模型

225 个模型显示性能衰退迹象,按风险评分排名。更高的风险评分表示更令人担忧的性能趋势。

衰退分	模型	提供商	质量	24小时排名	7天排名	严重程度	状态
135	Inkling Smallthinkingmachines	thinkingmachines	71.6	-10	-60	high	fragile
135	Seed 1.6 FlashByteDance	ByteDance	40.0	0	-65	high	fragile
135	Seed 1.6ByteDance	ByteDance	40.0	0	-65	high	fragile
135	Nemotron 3 Nano 30B A3BNVIDIA	NVIDIA	40.0	0	-65	high	fragile
135	Nemotron 3 Nano 30B A3B (free)NVIDIA	NVIDIA	40.0	0	-65	high	fragile
133	gpt-oss-20bOpenAI	OpenAI	57.4	0	-64	high	fragile
133	gpt-oss-20b (free)OpenAI	OpenAI	57.4	0	-64	high	fragile
133	GPT-4o-mini (2024-07-18)OpenAI	OpenAI	56.5	0	-64	high	fragile
133	Qwen3 235B A22BAlibaba	Alibaba	54.0	0	-64	high	fragile
133	GPT-4.1 MiniOpenAI	OpenAI	53.6	0	-64	high	fragile
133	Kimi K2 ThinkingMoonshot AI	Moonshot AI	53.3	0	-64	high	fragile
133	DeepSeek V4 Flash Latest~deepseek	~deepseek	40.0	0	-64	high	fragile
133	DeepSeek V4 Flash 0731DeepSeek	DeepSeek	40.0	0	-64	high	fragile
133	Qwen3.7 FlashAlibaba	Alibaba	40.0	0	-64	high	fragile
133	Nemotron 3 Ultra (free)NVIDIA	NVIDIA	40.0	0	-64	high	fragile
133	Step 3.7 FlashStepFun	StepFun	40.0	0	-64	high	fragile
131	Qwen3 30B A3BAlibaba	Alibaba	64.1	0	-63	high	fragile
131	o3 Mini HighOpenAI	OpenAI	64.1	0	-63	high	fragile
131	Mercury 2Inception	Inception	61.0	0	-63	high	fragile
131	Qwen3 8BAlibaba	Alibaba	61.0	0	-63	high	fragile
131	Nova 2 LiteAmazon	Amazon	60.5	0	-63	high	fragile
131	Phi 4Microsoft	Microsoft	60.2	0	-63	high	fragile
131	Granite 4.1 8BIBM	IBM	55.3	0	-63	high	fragile
131	Olmo 3 32B ThinkAllen AI	Allen AI	54.9	0	-63	high	fragile
131	Llama 4 ScoutMeta	Meta	54.7	0	-63	high	fragile
131	Kimi K2.7 CodeMoonshot AI	Moonshot AI	54.1	0	-63	high	fragile
131	Kimi K2 0905Moonshot AI	Moonshot AI	52.4	0	-63	high	fragile
131	Kimi K2 0711Moonshot AI	Moonshot AI	51.4	0	-63	high	fragile
131	Claude 3 HaikuAnthropic	Anthropic	51.3	0	-63	high	fragile
131	Command ACohere	Cohere	50.8	0	-63	high	fragile
131	Command R+ (08-2024)Cohere	Cohere	48.7	0	-63	high	fragile
131	GPT-5 NanoOpenAI	OpenAI	46.9	0	-63	high	fragile
131	Llama 3.1 8B InstructMeta	Meta	44.5	0	-63	high	fragile
131	GPT-4.1 NanoOpenAI	OpenAI	42.1	0	-63	high	fragile
131	R1 Distill Llama 70BDeepSeek	DeepSeek	40.7	0	-63	high	fragile
131	gpt-oss-120bOpenAI	OpenAI	40.4	0	-63	high	fragile
131	Laguna S 2.1poolside	poolside	40.0	0	-63	high	fragile
131	Laguna S 2.1 (free)poolside	poolside	40.0	0	-63	high	fragile
131	LongCat 2.0Meituan	Meituan	40.0	0	-63	high	fragile
131	Kimi K3Moonshot AI	Moonshot AI	40.0	0	-63	high	fragile
131	KAT-Coder-Air V2.5Kuaishou	Kuaishou	40.0	0	-63	high	fragile
131	KAT-Coder-Pro V2.5Kuaishou	Kuaishou	40.0	0	-63	high	fragile
131	Grok Latest~x-ai	~x-ai	40.0	0	-63	high	fragile
131	Aion-3.0-Miniaion-labs	aion-labs	40.0	0	-63	high	fragile
131	Aion-3.0aion-labs	aion-labs	40.0	0	-63	high	fragile
131	Laguna XS 2.1poolside	poolside	40.0	0	-63	high	fragile
131	Laguna XS 2.1 (free)poolside	poolside	40.0	0	-63	high	fragile
131	Fugu Ultrasakana	sakana	40.0	0	-63	high	fragile
131	North Mini Code (free)Cohere	Cohere	40.0	0	-63	high	fragile
131	Claude Fable Latest~anthropic	~anthropic	40.0	0	-63	high	fragile
131	Nemotron 3.5 Content Safety (free)NVIDIA	NVIDIA	40.0	0	-63	high	fragile
131	Nemotron 3 UltraNVIDIA	NVIDIA	40.0	0	-63	high	fragile
131	Perceptron Mk1perceptron	perceptron	40.0	0	-63	high	fragile
131	Ring-2.6-1Tinclusionai	inclusionai	40.0	0	-63	high	fragile
131	GPT Chat LatestOpenAI	OpenAI	40.0	0	-63	high	fragile
131	Nemotron 3 Nano Omni (free)NVIDIA	NVIDIA	40.0	0	-63	high	fragile
131	Anthropic Claude Haiku Latest~anthropic	~anthropic	40.0	0	-63	high	fragile
131	OpenAI GPT Mini Latest~openai	~openai	40.0	0	-63	high	fragile
131	Google Gemini Pro Latest~google	~google	40.0	0	-63	high	fragile
131	MoonshotAI Kimi Latest~moonshotai	~moonshotai	40.0	0	-63	high	fragile
131	Google Gemini Flash Latest~google	~google	40.0	0	-63	high	fragile
131	Anthropic Claude Sonnet Latest~anthropic	~anthropic	40.0	0	-63	high	fragile
131	OpenAI GPT Latest~openai	~openai	40.0	0	-63	high	fragile
131	Ling-2.6-1Tinclusionai	inclusionai	40.0	0	-63	high	fragile
131	Ling-2.6-flashinclusionai	inclusionai	40.0	0	-63	high	fragile
131	Claude Opus Latest~anthropic	~anthropic	40.0	0	-63	high	fragile
131	Lyria 3 Pro PreviewGoogle	Google	40.0	0	-63	high	fragile
131	Lyria 3 Clip PreviewGoogle	Google	40.0	0	-63	high	fragile
131	KAT-Coder-Pro V2Kuaishou	Kuaishou	40.0	0	-63	high	fragile
131	Reka Edgerekaai	rekaai	40.0	0	-63	high	fragile
131	Mistral Small 4Mistral AI	Mistral AI	40.0	0	-63	high	fragile
131	Nemotron 3 SuperNVIDIA	NVIDIA	40.0	0	-63	high	fragile
131	Nemotron 3 Super (free)NVIDIA	NVIDIA	40.0	0	-63	high	fragile
131	Seed-2.0-LiteByteDance	ByteDance	40.0	0	-63	high	fragile
131	Seed-2.0-MiniByteDance	ByteDance	40.0	0	-63	high	fragile
131	Aion-2.0aion-labs	aion-labs	40.0	0	-63	high	fragile
129	Trinity Large Thinkingarcee-ai	arcee-ai	63.9	0	-62	high	fragile
129	Kimi K2.5Moonshot AI	Moonshot AI	59.1	0	-62	high	fragile
129	Command R (08-2024)Cohere	Cohere	48.7	+1	-62	high	fragile
129	Qwen3.6 FlashAlibaba	Alibaba	40.0	0	-62	high	fragile
129	Qwen3.6 35B A3BAlibaba	Alibaba	40.0	0	-62	high	fragile
129	Qwen3.6 27BAlibaba	Alibaba	40.0	0	-62	high	fragile
129	Qwen3 Coder NextAlibaba	Alibaba	40.0	0	-62	high	fragile
129	Solar Pro 3Upstage	Upstage	40.0	0	-62	high	fragile
129	Palmyra X5Writer	Writer	40.0	0	-62	high	fragile
129	GPT AudioOpenAI	OpenAI	40.0	0	-62	high	fragile
129	GPT Audio MiniOpenAI	OpenAI	40.0	0	-62	high	fragile
127	Hy3Tencent	Tencent	74.0	0	-61	high	fragile
127	GPT-4o (2024-08-06)OpenAI	OpenAI	71.2	0	-61	high	fragile
127	GPT-4oOpenAI	OpenAI	71.2	0	-61	high	fragile
127	GPT-4o (2024-05-13)OpenAI	OpenAI	71.2	0	-61	high	fragile
127	GPT-4OpenAI	OpenAI	64.8	0	-61	high	fragile
127	Qwen3 235B A22B Instruct 2507Alibaba	Alibaba	64.7	0	-61	high	fragile
127	GPT-5 MiniOpenAI	OpenAI	63.9	0	-61	high	fragile
127	GLM 4.7 FlashZhipu AI	Zhipu AI	63.7	0	-61	high	fragile
127	Mixtral 8x22B InstructMistral AI	Mistral AI	63.4	0	-61	high	fragile
127	GLM 4.5VZhipu AI	Zhipu AI	62.5	0	-61	high	fragile
125	DeepSeek V3 0324DeepSeek	DeepSeek	71.8	+1	-60	high	fragile
125	Mistral Medium 3.5Mistral AI	Mistral AI	71.7	+1	-60	high	fragile
125	MiniMax M1MiniMax	MiniMax	70.8	0	-60	high	fragile
125	GLM 4.5 AirZhipu AI	Zhipu AI	70.7	0	-60	high	fragile
125	Mistral LargeMistral AI	Mistral AI	65.9	0	-60	high	fragile
125	Composer 2Cursor	Cursor	65.7	0	-60	high	fragile
125	Composer 2 FastCursor	Cursor	65.7	0	-60	high	fragile
125	GLM 4.6VZhipu AI	Zhipu AI	65.5	0	-60	high	fragile
125	Qwen3 235B A22B Thinking 2507Alibaba	Alibaba	65.5	0	-60	high	fragile
125	Llama 3.1 70B InstructMeta	Meta	65.3	0	-60	high	fragile
123	Hy3 previewTencent	Tencent	68.2	0	-59	high	fragile
123	Qwen3 Next 80B A3B InstructAlibaba	Alibaba	66.9	0	-59	high	fragile
123	Llama 3.3 70B InstructMeta	Meta	66.8	0	-59	high	fragile
123	GPT-4 TurboOpenAI	OpenAI	66.7	0	-59	high	fragile
123	Qwen3.5-9BAlibaba	Alibaba	66.5	0	-59	high	fragile
123	Step 3.5 FlashStepFun	StepFun	66.1	0	-59	high	fragile
123	Qwen3 30B A3B Thinking 2507Alibaba	Alibaba	64.1	0	-59	high	fragile
121	Qwen3 Max ThinkingAlibaba	Alibaba	68.2	0	-58	high	fragile
121	Llama 4 MaverickMeta	Meta	67.9	0	-58	high	fragile
121	GPT-4.1OpenAI	OpenAI	67.7	0	-58	high	fragile
121	Qwen3 MaxAlibaba	Alibaba	67.4	0	-58	high	fragile
121	Mistral Large 3 2512Mistral AI	Mistral AI	67.0	0	-58	high	fragile
119	MiniMax M2MiniMax	MiniMax	72.0	+1	-57	high	fragile
119	Qwen3 VL 235B A22B InstructAlibaba	Alibaba	69.4	0	-57	high	fragile
119	DeepSeek V3.1 TerminusDeepSeek	DeepSeek	69.3	0	-57	high	fragile
119	GPT-4o-miniOpenAI	OpenAI	69.3	0	-57	high	fragile
117	MiMo-V2.5Xiaomi	Xiaomi	73.0	0	-56	high	fragile
117	Gemma 4 26B A4B Google	Google	73.0	0	-56	high	fragile
117	Gemma 4 26B A4B (free)Google	Google	73.0	0	-56	high	fragile
117	GLM 5V TurboZhipu AI	Zhipu AI	72.3	+1	-56	high	fragile
117	o4 Mini HighOpenAI	OpenAI	72.1	+1	-56	high	fragile
117	Claude Haiku 4.5Anthropic	Anthropic	69.5	0	-56	high	fragile
117	DeepSeek V3DeepSeek	DeepSeek	69.5	0	-56	high	fragile
117	MiniMax M2-herMiniMax	MiniMax	69.1	0	-56	high	fragile
117	Qwen3.5-FlashAlibaba	Alibaba	68.6	0	-56	high	fragile
115	Qwen3.6 PlusAlibaba	Alibaba	74.1	0	-55	high	fragile
115	o1-proOpenAI	OpenAI	73.6	0	-55	high	fragile
113	Inklingthinkingmachines	thinkingmachines	74.0	0	-54	high	fragile
109	R1DeepSeek	DeepSeek	74.2	0	-52	high	fragile
107	Qwen3.6 Max PreviewAlibaba	Alibaba	74.8	0	-51	high	fragile
107	MiniMax M3MiniMax	MiniMax	74.3	0	-51	high	fragile
105	Qwen3.7 PlusAlibaba	Alibaba	75.9	0	-50	high	fragile
105	Claude Sonnet 4Anthropic	Anthropic	74.4	0	-50	high	fragile
105	o1OpenAI	OpenAI	74.4	0	-50	high	fragile
103	GLM 4.5Zhipu AI	Zhipu AI	75.1	0	-49	high	fragile
101	MiniMax M2.5MiniMax	MiniMax	78.0	0	-48	high	fragile
101	GLM 5Zhipu AI	Zhipu AI	78.0	0	-48	high	fragile
101	Kimi K2.6Moonshot AI	Moonshot AI	75.8	0	-48	high	fragile
101	DeepSeek V3.2 ExpDeepSeek	DeepSeek	71.8	+1	-48	high	fragile
99	MiMo-V2.5-ProXiaomi	Xiaomi	76.2	0	-47	high	fragile
99	Qwen3.5-35B-A3BAlibaba	Alibaba	76.0	0	-47	high	fragile
99	o3 MiniOpenAI	OpenAI	75.3	0	-47	high	fragile
99	Qwen3 VL 235B A22B ThinkingAlibaba	Alibaba	69.4	0	-47	high	fragile
97	Qwen3.5-122B-A10BAlibaba	Alibaba	77.7	0	-46	high	fragile
97	Gemma 2 27BGoogle	Google	77.4	0	-46	high	fragile
95	Qwen3.5-27BAlibaba	Alibaba	77.0	0	-45	high	fragile
95	Gemini 3.5 Flash LiteGoogle	Google	76.9	0	-45	high	fragile
95	DeepSeek V3.1DeepSeek	DeepSeek	71.8	+1	-45	high	fragile
95	GPT-4 Turbo PreviewOpenAI	OpenAI	64.8	0	-45	high	fragile
93	GLM 5.2Zhipu AI	Zhipu AI	78.5	0	-44	high	fragile
93	MiniMax M2.1MiniMax	MiniMax	72.0	+1	-44	high	fragile
91	Gemini 3.5 FlashGoogle	Google	79.0	0	-43	high	fragile
89	Gemini 2.5 FlashGoogle	Google	79.1	0	-42	high	fragile
87	Gemini 3.1 Flash Lite PreviewGoogle	Google	79.3	0	-41	high	fragile
87	Gemini 2.5 Flash LiteGoogle	Google	79.1	0	-41	high	fragile
87	Qwen3 Next 80B A3B ThinkingAlibaba	Alibaba	66.9	0	-41	high	fragile
85	Muse Spark 1.1meta	meta	80.2	0	-40	high	fragile
85	GPT-5.4 MiniOpenAI	OpenAI	79.3	0	-40	high	fragile
83	Qwen3.5 397B A17BAlibaba	Alibaba	79.4	0	-39	high	fragile
83	R1 0528DeepSeek	DeepSeek	79.4	0	-39	high	fragile
83	GPT-5.4 NanoOpenAI	OpenAI	79.3	0	-39	high	fragile
81	Gemini 3.6 FlashGoogle	Google	80.0	0	-38	high	fragile
79	DeepSeek V3.2DeepSeek	DeepSeek	81.3	0	-37	high	fragile
77	o4 MiniOpenAI	OpenAI	81.4	0	-36	high	fragile
77	Gemma 4 31BGoogle	Google	80.5	0	-36	high	fragile
77	Gemma 4 31B (free)Google	Google	80.5	0	-36	high	fragile
75	Claude Opus 4Anthropic	Anthropic	82.1	0	-35	high	fragile
71	Gemini 2.5 Pro Preview 06-05Google	Google	83.5	0	-33	high	fragile
71	Gemini 2.5 Pro Preview 05-06Google	Google	83.5	0	-33	high	fragile
71	Claude Sonnet 4.5Anthropic	Anthropic	82.4	0	-33	high	fragile
71	GLM 4.7Zhipu AI	Zhipu AI	75.1	0	-33	high	fragile
71	Mistral Large 2407Mistral AI	Mistral AI	65.9	0	-33	high	fragile
69	Gemini 2.5 ProGoogle	Google	83.5	0	-32	high	fragile
69	GLM 5.1Zhipu AI	Zhipu AI	78.0	0	-32	high	fragile
67	Claude Opus 4.5Anthropic	Anthropic	85.1	0	-31	high	fragile
65	Claude Sonnet 4.6Anthropic	Anthropic	85.2	0	-30	high	fragile
63	Gemini 3 Flash PreviewGoogle	Google	88.4	0	-29	high	fragile
61	GPT-5OpenAI	OpenAI	88.7	0	-28	high	fragile
61	GPT-5.1-Codex-MiniOpenAI	OpenAI	87.8	0	-28	high	fragile
61	o3OpenAI	OpenAI	86.7	0	-28	high	fragile
59	DeepSeek V4 ProDeepSeek	DeepSeek	86.7	0	-27	high	fragile
59	o3 ProOpenAI	OpenAI	86.7	0	-27	high	fragile
57	GPT-5 ProOpenAI	OpenAI	88.7	0	-26	high	fragile
47	GPT-5.6 SolOpenAI	OpenAI	89.0	0	-21	high	fragile
47	GLM 4.6Zhipu AI	Zhipu AI	75.1	0	-21	high	fragile
45	GPT-5.6 Sol ProOpenAI	OpenAI	89.0	0	-20	high	fragile
43	GPT-5.6 TerraOpenAI	OpenAI	89.0	0	-19	high	fragile
43	GPT-5.1-Codex-MaxOpenAI	OpenAI	88.7	0	-19	high	fragile
43	GPT-5.1OpenAI	OpenAI	88.7	0	-19	high	fragile
43	GPT-5.1-CodexOpenAI	OpenAI	88.7	0	-19	high	fragile
41	GPT-5.6 Terra ProOpenAI	OpenAI	89.0	0	-18	high	fragile
39	GPT-5.6 LunaOpenAI	OpenAI	89.0	0	-17	high	fragile
37	GPT-5.6 Luna ProOpenAI	OpenAI	89.0	0	-16	high	fragile
35	Claude Opus 4.6Anthropic	Anthropic	90.4	0	-15	high	fragile
33	GPT-5.2OpenAI	OpenAI	90.5	0	-14	high	fragile
31	GPT-5.2 ProOpenAI	OpenAI	90.5	0	-13	high	fragile
29	GPT-5.2-CodexOpenAI	OpenAI	90.5	0	-12	high	fragile
25	GPT-5.4OpenAI	OpenAI	91.9	0	-10	high	fragile
23	GPT-5.4 ProOpenAI	OpenAI	91.9	0	-9	high	fragile
21	Gemini 3.1 Pro Preview Custom ToolsGoogle	Google	92.2	0	-8	high	fragile
21	Gemini 3.1 Pro PreviewGoogle	Google	92.2	0	-8	high	fragile
21	GLM 5 TurboZhipu AI	Zhipu AI	78.0	0	-8	high	fragile
19	GPT-5.5OpenAI	OpenAI	92.7	0	-7	high	fragile
10	Claude Opus 4.7 (Fast)Anthropic	Anthropic	95.1	0	-5	high	stable
10	Claude Opus 4.7Anthropic	Anthropic	95.1	0	-5	high	stable
5	Claude Opus 5 (Fast)Anthropic	Anthropic	95.1	0	+171	medium	fragile
5	Claude Opus 5Anthropic	Anthropic	95.1	0	+171	medium	fragile
5	GPT-5.3 ChatOpenAI	OpenAI	90.5	0	+10	medium	fragile
5	GPT-5.2 ChatOpenAI	OpenAI	90.5	0	+40	medium	fragile
5	Claude Sonnet 5Anthropic	Anthropic	85.2	0	+123	medium	fragile
5	Qwen3.7 MaxAlibaba	Alibaba	74.8	0	+71	medium	fragile
5	Qwen3.5 Plus 2026-04-20Alibaba	Alibaba	74.8	0	+83	medium	fragile
5	Qwen3.5 Plus 2026-02-15Alibaba	Alibaba	68.2	0	+55	medium	fragile
5	Qwen3 30B A3B Instruct 2507Alibaba	Alibaba	64.1	0	+65	medium	fragile
4	Claude Opus 4.1Anthropic	Anthropic	82.1	0	-2	low	stable
2	Claude Opus 4.8 (Fast)Anthropic	Anthropic	95.1	0	-1	low	stable
2	Claude Opus 4.8Anthropic	Anthropic	95.1	0	-1	low	stable
2	MiniMax M2.7MiniMax	MiniMax	78.0	0	-1	low	stable

稳定模型

7 个模型无下降且排名状态稳定。这些模型表现一致。

#	模型	提供商	评分	7d	状态
1	Claude Fable 5Anthropic	Anthropic	97.1	0	stable
11	GPT-5.5 ProOpenAI	OpenAI	92.7	0	stable
23	GPT-5.3-CodexOpenAI	OpenAI	90.5	0	stable
155	GPT-4o (2024-11-20)OpenAI	OpenAI	71.2	+4	stable
294	Falcon-H1-Arabic 34B InstructTII	TII	40.0	+1	stable
295	Falcon-H1-Arabic 7B InstructTII	TII	40.0	+1	stable
296	Falcon-H1-Arabic 3B InstructTII	TII	40.0	+1	stable

如何检测性能衰退

我们的性能衰退检测系统使用多种信号来识别可能正在下降的模型。

下降中 (7天)

7天排名变化超过-2位的模型。一周内持续下降超过两个名次,表明该模型可能正在被竞争对手超越或出现性能问题。

脆弱状态

被评分系统标记为"脆弱"的模型。这些模型的性能指标不一致或评分处于边界,评估数据的微小变化可能导致显著波动。

持续下降

在24小时和7天两个时间维度上均下降的模型。当模型在短期和中期窗口都在失去排名时,表明这是持续的下降趋势而非暂时波动。

风险评分

性能衰退风险评分综合了多个信号:7天排名下降权重2倍,24小时排名下降权重1倍,脆弱状态额外加5分。更高的评分表示有更大的性能衰退风险。

性能衰退追踪器

按性能衰退风险评分排名的模型

存在风险的模型

稳定模型

如何检测性能衰退

下降中 (7天)

脆弱状态

持续下降

风险评分

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