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

276

下降中 (7天)

247

不稳定

237

持续下降

112

按性能衰退风险评分排名的模型

LMMarketCap.com

存在风险的模型

276 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
88	Claude Opus 4.1Anthropic	Anthropic	74.4	-61	-11	high	fragile
59	Ling 3.0 Flash Sante (free)inclusionai	inclusionai	40.0	-12	-21	high	fragile
57	Muse Spark 1.3 Contributormeta	meta	40.0	-12	-20	high	fragile
56	Ternary Bonsai 2 27Bprism-ml	prism-ml	40.0	-11	-20	high	fragile
56	Paretounbiased	unbiased	40.0	-11	-20	high	fragile
56	DeepSeek Pro Latest~deepseek	~deepseek	40.0	-11	-20	high	fragile
56	DeepSeek Flash Latest~deepseek	~deepseek	40.0	-11	-20	high	fragile
56	Schematron V2 Turboinference-net	inference-net	40.0	-11	-20	high	fragile
56	Schematron V2 Smallinference-net	inference-net	40.0	-11	-20	high	fragile
56	GPT Astra Latest~openai	~openai	40.0	-11	-20	high	fragile
56	GPT Sol Latest~openai	~openai	40.0	-11	-20	high	fragile
56	GPT Terra Latest~openai	~openai	40.0	-11	-20	high	fragile
56	GPT Luna Latest~openai	~openai	40.0	-11	-20	high	fragile
56	Fugu Ultra v2sakana	sakana	40.0	-11	-20	high	fragile
56	Fugu Maxsakana	sakana	40.0	-11	-20	high	fragile
56	Ling 3.0 Flash VLinclusionai	inclusionai	40.0	-11	-20	high	fragile
56	Ling 3.0 Flash VL (free)inclusionai	inclusionai	40.0	-11	-20	high	fragile
56	DeepSeek V4.1 FlashDeepSeek	DeepSeek	40.0	-11	-20	high	fragile
55	Hy4 previewTencent	Tencent	40.0	-12	-19	high	fragile
55	Ling 3.0 Flash Fininclusionai	inclusionai	40.0	-12	-19	high	fragile
55	Ling 3.0 Flash Fin (free)inclusionai	inclusionai	40.0	-12	-19	high	fragile
55	GLM Flash Latest~z-ai	~z-ai	40.0	-12	-19	high	fragile
55	Qwen3.8 FlashAlibaba	Alibaba	40.0	-12	-19	high	fragile
55	Muse Spark 1.2 Contributormeta	meta	40.0	-12	-19	high	fragile
55	DeepSeek V4 Flash Vision ExpDeepSeek	DeepSeek	40.0	-12	-19	high	fragile
52	Hy-MT2-1.8BTencent	Tencent	40.0	-11	-18	high	fragile
52	Hy-MT2-30B-A3BTencent	Tencent	40.0	-11	-18	high	fragile
52	GLM Latest~z-ai	~z-ai	40.0	-11	-18	high	fragile
52	Hy-MT2-7BTencent	Tencent	40.0	-11	-18	high	fragile
52	Dots3-Note Preview (free)dots-studio	dots-studio	40.0	-11	-18	high	fragile
52	Gemini 3.7 FlashGoogle	Google	40.0	-11	-18	high	fragile
52	Gemini 3.7 Flash (batch)Google	Google	40.0	-11	-18	high	fragile
52	Seed 2.1 TurboByteDance	ByteDance	40.0	-11	-18	high	fragile
52	Qwen3.8 2.4T A95BAlibaba	Alibaba	40.0	-11	-18	high	fragile
49	Seed-2.0-CodeByteDance	ByteDance	40.0	-10	-17	high	fragile
49	DeepSeek V4 Pro 0813DeepSeek	DeepSeek	40.0	-10	-17	high	fragile
46	LFM2.5-2.6B (free)Liquid AI	Liquid AI	40.0	-9	-16	high	fragile
46	Nemotron 3.5 LightningNVIDIA	NVIDIA	40.0	-9	-16	high	fragile
46	Nemotron 3.5 Lightning (free)NVIDIA	NVIDIA	40.0	-9	-16	high	fragile
46	Sakana Namazusakana	sakana	40.0	-9	-16	high	fragile
46	Solar Pro 4Upstage	Upstage	40.0	-9	-16	high	fragile
46	Muse Glimmer 30Bmeta	meta	40.0	-9	-16	high	fragile
41	DeepSeek V4 Flash Latest~deepseek	~deepseek	40.0	-8	-14	high	fragile
41	DeepSeek V4 Flash 0731DeepSeek	DeepSeek	40.0	-8	-14	high	fragile
40	Claude Sonnet 4Anthropic	Anthropic	73.9	-5	-15	high	fragile
38	Qwen3.7 FlashAlibaba	Alibaba	40.0	-7	-13	high	fragile
36	Claude Opus 5 (batch)Anthropic	Anthropic	40.0	-7	-12	high	fragile
36	Ling 3.0 Flashinclusionai	inclusionai	40.0	-7	-12	high	fragile
36	Laguna S 2.1poolside	poolside	40.0	-7	-12	high	fragile
36	Laguna S 2.1 (free)poolside	poolside	40.0	-7	-12	high	fragile
36	Gemini 3.6 FlashGoogle	Google	40.0	-7	-12	high	fragile
36	Gemini 3.6 Flash (batch)Google	Google	40.0	-7	-12	high	fragile
36	LongCat 2.0Meituan	Meituan	40.0	-7	-12	high	fragile
36	Kimi K3Moonshot AI	Moonshot AI	40.0	-7	-12	high	fragile
36	Kimi K3 (batch)Moonshot AI	Moonshot AI	40.0	-7	-12	high	fragile
36	KAT-Coder-Pro V2.5Kuaishou	Kuaishou	40.0	-7	-12	high	fragile
29	GPT-4o (2024-08-06)OpenAI	OpenAI	71.2	+1	-12	high	fragile
29	GPT-4oOpenAI	OpenAI	71.2	+1	-12	high	fragile
29	GPT-4o (2024-05-13)OpenAI	OpenAI	71.2	+1	-12	high	fragile
29	MiniMax M2MiniMax	MiniMax	71.0	+1	-12	high	fragile
29	MiniMax M1MiniMax	MiniMax	70.8	+1	-12	high	fragile
29	GLM 4.5 AirZhipu AI	Zhipu AI	70.7	+1	-12	high	fragile
29	Llama 4 MaverickMeta	Meta	70.7	+1	-12	high	fragile
29	Qwen3 30B A3BAlibaba	Alibaba	64.1	+1	-12	high	fragile
28	R1DeepSeek	DeepSeek	73.8	-1	-11	high	fragile
27	GPT-5 ProOpenAI	OpenAI	88.7	-2	-10	high	fragile
27	GPT-5 Pro (batch)OpenAI	OpenAI	88.7	-2	-10	high	fragile
27	GPT-5OpenAI	OpenAI	88.7	-2	-10	high	fragile
27	GPT-5 (batch)OpenAI	OpenAI	88.7	-2	-10	high	fragile
27	Gemini 3 Flash PreviewGoogle	Google	88.4	-2	-10	high	fragile
27	Gemini 3 Flash Preview (batch)Google	Google	88.4	-2	-10	high	fragile
27	Qwen3.6 Max PreviewAlibaba	Alibaba	74.8	0	-11	high	fragile
27	Hy3Tencent	Tencent	74.4	0	-11	high	fragile
27	MiniMax M2.5MiniMax	MiniMax	71.6	+1	-11	high	fragile
25	Grok 4.20 Multi-AgentxAI	xAI	87.9	-2	-9	high	fragile
25	o1OpenAI	OpenAI	74.4	0	-10	high	fragile
25	o3 Mini (batch)OpenAI	OpenAI	74.3	0	-10	high	fragile
25	Qwen3.6 PlusAlibaba	Alibaba	74.1	0	-10	high	fragile
25	MiniMax M3MiniMax	MiniMax	73.9	0	-10	high	fragile
25	o1-proOpenAI	OpenAI	73.6	0	-10	high	fragile
25	Qwen3.8 27BAlibaba	Alibaba	73.4	0	-10	high	fragile
25	MiMo-V2.5Xiaomi	Xiaomi	73.0	0	-10	high	fragile
25	Gemma 4 26B A4B Google	Google	73.0	0	-10	high	fragile
25	Gemma 4 26B A4B (free)Google	Google	73.0	0	-10	high	fragile
25	Qwen3.8 27B (free)Alibaba	Alibaba	72.9	0	-10	high	fragile
25	Inklingthinkingmachines	thinkingmachines	72.9	0	-10	high	fragile
25	Inkling (free)thinkingmachines	thinkingmachines	72.9	0	-10	high	fragile
25	DeepSeek V3 0324DeepSeek	DeepSeek	71.8	+1	-10	high	fragile
25	Mistral Medium 3.5Mistral AI	Mistral AI	71.6	+1	-10	high	fragile
25	Mistral LargeMistral AI	Mistral AI	65.9	+1	-10	high	fragile
25	Composer 2Cursor	Cursor	65.7	+1	-10	high	fragile
25	Composer 2 FastCursor	Cursor	65.7	+1	-10	high	fragile
25	GLM 4.6VZhipu AI	Zhipu AI	65.6	+1	-10	high	fragile
25	Qwen3 235B A22B Thinking 2507Alibaba	Alibaba	65.3	+1	-10	high	fragile
25	Llama 3.1 70B InstructMeta	Meta	65.3	+1	-10	high	fragile
25	GPT-4OpenAI	OpenAI	64.9	+1	-10	high	fragile
25	Qwen3 235B A22B Instruct 2507Alibaba	Alibaba	64.7	+1	-10	high	fragile
25	o3 Mini HighOpenAI	OpenAI	63.9	+1	-10	high	fragile
25	GLM 4.7 FlashZhipu AI	Zhipu AI	63.5	+1	-10	high	fragile
25	Mixtral 8x22B InstructMistral AI	Mistral AI	63.4	+1	-10	high	fragile
25	Trinity Large Thinkingarcee-ai	arcee-ai	63.1	+1	-10	high	fragile
25	GPT-4o-mini (batch)OpenAI	OpenAI	62.5	+1	-10	high	fragile
25	GLM 4.5VZhipu AI	Zhipu AI	62.3	+1	-10	high	fragile
25	GPT-5 NanoOpenAI	OpenAI	61.9	+1	-10	high	fragile
25	gpt-oss-120bOpenAI	OpenAI	61.6	+1	-10	high	fragile
25	GPT-4o-mini (2024-07-18)OpenAI	OpenAI	56.5	+1	-10	high	fragile
25	GPT-4.1 MiniOpenAI	OpenAI	56.2	+1	-10	high	fragile
23	Grok 4.20xAI	xAI	88.8	-2	-8	high	fragile
23	GLM 5Zhipu AI	Zhipu AI	78.0	+1	-9	high	fragile
23	GLM 5.3 FlashXZhipu AI	Zhipu AI	77.9	+1	-9	high	fragile
23	GLM 5.3 Flash (batch)Zhipu AI	Zhipu AI	77.9	+1	-9	high	fragile
23	GLM 4.5Zhipu AI	Zhipu AI	75.1	0	-9	high	fragile
23	Claude Haiku 4.5Anthropic	Anthropic	69.9	+1	-9	high	fragile
23	Claude Haiku 4.5 (batch)Anthropic	Anthropic	69.9	+1	-9	high	fragile
23	Qwen3 Max ThinkingAlibaba	Alibaba	68.2	+1	-9	high	fragile
23	MiniMax M2-herMiniMax	MiniMax	68.1	+1	-9	high	fragile
23	GPT-4.1OpenAI	OpenAI	67.7	+1	-9	high	fragile
23	GPT-4.1 (batch)OpenAI	OpenAI	67.7	+1	-9	high	fragile
23	Qwen3 Next 80B A3B InstructAlibaba	Alibaba	66.7	+1	-9	high	fragile
23	GPT-4 TurboOpenAI	OpenAI	66.7	+1	-9	high	fragile
23	Qwen3.5-9BAlibaba	Alibaba	66.5	+1	-9	high	fragile
23	Step 3.5 FlashStepFun	StepFun	66.1	+1	-9	high	fragile
23	Qwen3 30B A3B Thinking 2507Alibaba	Alibaba	64.1	+1	-9	high	fragile
23	GPT-4 Turbo (batch)OpenAI	OpenAI	61.5	+2	-9	high	fragile
23	Mercury 2.5Inception	Inception	61.2	+2	-9	high	fragile
23	Qwen3 8BAlibaba	Alibaba	61.0	+2	-9	high	fragile
23	Mercury 2Inception	Inception	60.9	+2	-9	high	fragile
23	Nova 2 LiteAmazon	Amazon	60.4	+2	-9	high	fragile
23	Llama 4 ScoutMeta	Meta	60.2	+2	-9	high	fragile
23	Phi 4Microsoft	Microsoft	60.2	+2	-9	high	fragile
23	GPT-4.1 Mini (batch)OpenAI	OpenAI	58.9	+2	-9	high	fragile
23	GPT-4.1 Nano (batch)OpenAI	OpenAI	58.9	+2	-9	high	fragile
23	gpt-oss-20bOpenAI	OpenAI	57.4	+2	-9	high	fragile
23	Qwen3 235B A22BAlibaba	Alibaba	54.0	+1	-9	high	fragile
23	Granite 4.2 8BIBM	IBM	53.8	+1	-9	high	fragile
23	GPT-5 MiniOpenAI	OpenAI	53.8	+1	-9	high	fragile
21	GPT-5.1 (batch)OpenAI	OpenAI	87.8	-2	-7	high	fragile
21	Claude Sonnet 4.6Anthropic	Anthropic	85.2	-2	-7	high	fragile
21	Claude Sonnet 4.6 (batch)Anthropic	Anthropic	85.2	-2	-7	high	fragile
21	Claude Opus 4.5Anthropic	Anthropic	85.1	-2	-7	high	fragile
21	Claude Opus 4.5 (batch)Anthropic	Anthropic	85.1	-2	-7	high	fragile
21	Gemini 2.5 ProGoogle	Google	83.5	-2	-7	high	fragile
21	Gemini 2.5 Pro (batch)Google	Google	83.5	-2	-7	high	fragile
21	Gemini 2.5 Pro Preview 06-05Google	Google	83.5	-2	-7	high	fragile
21	DeepSeek V3.2DeepSeek	DeepSeek	83.4	-2	-7	high	fragile
21	Claude Sonnet 4.5Anthropic	Anthropic	82.4	-2	-7	high	fragile
21	Claude Sonnet 4.5 (batch)Anthropic	Anthropic	82.4	-2	-7	high	fragile
21	GLM 5.3 (batch)Zhipu AI	Zhipu AI	78.6	0	-8	high	fragile
21	GLM 5.2Zhipu AI	Zhipu AI	78.6	0	-8	high	fragile
21	Qwen3.5-122B-A10BAlibaba	Alibaba	77.7	+1	-8	high	fragile
21	Gemma 2 27BGoogle	Google	77.4	+1	-8	high	fragile
21	Qwen3.7 PlusAlibaba	Alibaba	75.6	0	-8	high	fragile
21	GLM 5V TurboZhipu AI	Zhipu AI	72.3	+1	-8	high	fragile
21	o4 Mini HighOpenAI	OpenAI	72.1	+1	-8	high	fragile
21	GPT-4o (batch)OpenAI	OpenAI	72.0	+1	-8	high	fragile
21	DeepSeek V3DeepSeek	DeepSeek	69.5	+1	-8	high	fragile
21	Qwen3 VL 235B A22B InstructAlibaba	Alibaba	69.3	+1	-8	high	fragile
21	DeepSeek V3.1 TerminusDeepSeek	DeepSeek	69.3	+1	-8	high	fragile
21	GPT-4o-miniOpenAI	OpenAI	69.3	+1	-8	high	fragile
21	Inkling Smallthinkingmachines	thinkingmachines	68.7	+1	-8	high	fragile
21	Inkling Small (free)thinkingmachines	thinkingmachines	68.7	+1	-8	high	fragile
21	Qwen3.5-FlashAlibaba	Alibaba	68.6	+1	-8	high	fragile
21	Hy3 previewTencent	Tencent	68.4	+1	-8	high	fragile
21	Qwen3 MaxAlibaba	Alibaba	67.4	+1	-8	high	fragile
21	Mistral Large 3 2512 (batch)Mistral AI	Mistral AI	67.0	+1	-8	high	fragile
21	Llama 3.3 70B InstructMeta	Meta	66.8	+1	-8	high	fragile
21	Claude 3 HaikuAnthropic	Anthropic	51.3	+1	-8	high	fragile
21	Command ACohere	Cohere	50.8	+1	-8	high	fragile
21	Command R+ (08-2024)Cohere	Cohere	48.7	+1	-8	high	fragile
21	Kimi K2.5Moonshot AI	Moonshot AI	47.5	+1	-8	high	fragile
21	Llama 3.1 8B InstructMeta	Meta	44.5	+1	-8	high	fragile
21	GPT-4.1 NanoOpenAI	OpenAI	42.1	+1	-8	high	fragile
21	R1 Distill Llama 70BDeepSeek	DeepSeek	40.7	+1	-8	high	fragile
19	GPT-5.1-Codex-MiniOpenAI	OpenAI	87.8	-2	-6	high	fragile
19	o3 ProOpenAI	OpenAI	86.7	-2	-6	high	fragile
19	o3OpenAI	OpenAI	86.7	-2	-6	high	fragile
19	o3 (batch)OpenAI	OpenAI	86.7	-2	-6	high	fragile
19	Muse Spark 1.1meta	meta	80.9	0	-7	high	fragile
19	Gemma 4 31BGoogle	Google	80.5	0	-7	high	fragile
19	Gemma 4 31B (free)Google	Google	80.5	0	-7	high	fragile
19	Qwen3.5 397B A17BAlibaba	Alibaba	79.4	0	-7	high	fragile
19	R1 0528DeepSeek	DeepSeek	79.4	0	-7	high	fragile
19	GPT-5.4 NanoOpenAI	OpenAI	79.3	0	-7	high	fragile
19	GPT-5.4 Nano (batch)OpenAI	OpenAI	79.3	0	-7	high	fragile
19	GPT-5.4 MiniOpenAI	OpenAI	79.3	0	-7	high	fragile
19	GPT-5.4 Mini (batch)OpenAI	OpenAI	79.3	0	-7	high	fragile
19	Gemini 3.1 Flash Lite PreviewGoogle	Google	79.3	0	-7	high	fragile
19	Gemini 2.5 Flash LiteGoogle	Google	79.1	0	-7	high	fragile
19	Gemini 2.5 Flash Lite (batch)Google	Google	79.1	0	-7	high	fragile
19	Gemini 2.5 FlashGoogle	Google	79.1	0	-7	high	fragile
19	Gemini 2.5 Flash (batch)Google	Google	79.1	0	-7	high	fragile
19	Gemini 3.5 FlashGoogle	Google	79.0	0	-7	high	fragile
19	Gemini 3.5 Flash (batch)Google	Google	79.0	0	-7	high	fragile
19	GLM 5.3 FlashZhipu AI	Zhipu AI	78.0	+1	-7	high	fragile
19	MiMo-V2.5-ProXiaomi	Xiaomi	76.2	0	-7	high	fragile
19	Qwen3.5-35B-A3BAlibaba	Alibaba	76.0	0	-7	high	fragile
19	GLM 5.2 (free)Zhipu AI	Zhipu AI	75.7	0	-7	high	fragile
19	Kimi K2.6Moonshot AI	Moonshot AI	75.7	0	-7	high	fragile
19	o3 MiniOpenAI	OpenAI	75.3	0	-7	high	fragile
19	Claude Opus 4.1 (batch)Anthropic	Anthropic	75.2	0	-7	high	fragile
19	Command R (08-2024)Cohere	Cohere	48.7	+2	-7	high	fragile
17	GPT-6 AstraOpenAI	OpenAI	81.8	0	-6	high	fragile
17	GPT-6 Astra (batch)OpenAI	OpenAI	81.8	0	-6	high	fragile
17	GPT-6 Astra ProOpenAI	OpenAI	81.8	0	-6	high	fragile
17	GPT-6 Astra Pro (batch)OpenAI	OpenAI	81.8	0	-6	high	fragile
17	o4 MiniOpenAI	OpenAI	81.4	0	-6	high	fragile
17	o4 Mini (batch)OpenAI	OpenAI	81.4	0	-6	high	fragile
17	Gemini 3.8 FlashGoogle	Google	81.0	0	-6	high	fragile
17	Gemini 3.8 Flash (batch)Google	Google	81.0	0	-6	high	fragile
17	Qwen3.5-27BAlibaba	Alibaba	77.0	+1	-6	high	fragile
17	GPT-5 Mini (batch)OpenAI	OpenAI	76.8	+1	-6	high	fragile
17	GPT-5 Nano (batch)OpenAI	OpenAI	76.8	+1	-6	high	fragile
17	Gemini 3.5 Flash LiteGoogle	Google	76.5	+1	-6	high	fragile
17	Gemini 3.5 Flash Lite (batch)Google	Google	76.5	+1	-6	high	fragile
10	Grok 4.3 (batch)xAI	xAI	81.0	0	-5	high	stable
10	MiniMax M2.1MiniMax	MiniMax	71.0	+1	-5	high	stable
9	GPT-5.2 ProOpenAI	OpenAI	90.5	-1	-4	medium	stable
9	GPT-5.2 Pro (batch)OpenAI	OpenAI	90.5	-1	-4	medium	stable
9	GPT-5.2OpenAI	OpenAI	90.5	-1	-4	medium	stable
9	GPT-5.2 (batch)OpenAI	OpenAI	90.5	-1	-4	medium	stable
9	Claude Opus 4.6Anthropic	Anthropic	90.4	-1	-4	medium	stable
9	Claude Opus 4.6 (batch)Anthropic	Anthropic	90.4	-1	-4	medium	stable
9	GPT-5.6 Luna ProOpenAI	OpenAI	89.0	-1	-4	medium	stable
9	GPT-5.6 Luna Pro (batch)OpenAI	OpenAI	89.0	-1	-4	medium	stable
9	GPT-5.6 LunaOpenAI	OpenAI	89.0	-1	-4	medium	stable
9	GPT-5.6 Luna (batch)OpenAI	OpenAI	89.0	-1	-4	medium	stable
9	GPT-5.6 Terra ProOpenAI	OpenAI	89.0	-1	-4	medium	stable
9	GPT-5.6 Terra Pro (batch)OpenAI	OpenAI	89.0	-1	-4	medium	stable
9	GPT-5.6 TerraOpenAI	OpenAI	89.0	-1	-4	medium	stable
9	GPT-5.6 Terra (batch)OpenAI	OpenAI	89.0	-1	-4	medium	stable
9	GPT-5.6 Sol ProOpenAI	OpenAI	89.0	-1	-4	medium	stable
9	GPT-5.6 Sol Pro (batch)OpenAI	OpenAI	89.0	-1	-4	medium	stable
9	GPT-5.6 SolOpenAI	OpenAI	89.0	-1	-4	medium	stable
9	GPT-5.6 Sol (batch)OpenAI	OpenAI	89.0	-1	-4	medium	stable
7	Claude Opus 4.7Anthropic	Anthropic	95.1	-1	-3	medium	stable
7	Claude Opus 4.7 (batch)Anthropic	Anthropic	95.1	-1	-3	medium	stable
7	GPT-5.5 Pro (batch)OpenAI	OpenAI	92.7	-1	-3	medium	stable
7	GPT-5.5OpenAI	OpenAI	92.7	-1	-3	medium	stable
7	GPT-5.5 (batch)OpenAI	OpenAI	92.7	-1	-3	medium	stable
7	Gemini 3.1 Pro Preview Custom ToolsGoogle	Google	92.2	-1	-3	medium	stable
7	Gemini 3.1 Pro PreviewGoogle	Google	92.2	-1	-3	medium	stable
7	Gemini 3.1 Pro Preview (batch)Google	Google	92.2	-1	-3	medium	stable
7	GPT-5.4 ProOpenAI	OpenAI	91.9	-1	-3	medium	stable
7	GPT-5.4 Pro (batch)OpenAI	OpenAI	91.9	-1	-3	medium	stable
7	GPT-5.4OpenAI	OpenAI	91.9	-1	-3	medium	stable
7	GPT-5.4 (batch)OpenAI	OpenAI	91.9	-1	-3	medium	stable
7	GPT-5.2-CodexOpenAI	OpenAI	90.5	-1	-3	medium	stable
7	Grok 4.5xAI	xAI	88.8	-2	+56	medium	fragile
7	Grok 4.3xAI	xAI	88.8	-2	+30	medium	fragile
7	Claude Sonnet 5Anthropic	Anthropic	85.2	-2	+231	medium	fragile
6	Claude Opus 5Anthropic	Anthropic	95.1	-1	+272	medium	fragile
6	GPT-5.5 ProOpenAI	OpenAI	92.7	-1	+8	medium	fragile
6	GPT-5.3-CodexOpenAI	OpenAI	90.5	-1	+18	medium	fragile
6	GPT-5.2 ChatOpenAI	OpenAI	90.5	-1	+80	medium	fragile
5	Claude Opus 4.8 (batch)Anthropic	Anthropic	94.6	-1	-2	medium	stable
5	Muse Spark 1.3meta	meta	80.9	0	+161	medium	fragile
5	Muse Spark 1.2meta	meta	80.9	0	+189	medium	fragile
5	GLM 5.1Zhipu AI	Zhipu AI	78.0	+1	+11	medium	fragile
5	GLM 5 TurboZhipu AI	Zhipu AI	78.0	+1	+43	medium	fragile
5	Qwen3.8 Max (0902)Alibaba	Alibaba	75.6	0	+120	medium	fragile
5	GLM 4.7Zhipu AI	Zhipu AI	75.1	0	+13	medium	fragile
5	GLM 4.6Zhipu AI	Zhipu AI	75.1	0	+27	medium	fragile
5	Qwen3.7 MaxAlibaba	Alibaba	74.8	0	+176	medium	fragile
5	Qwen3.5 Plus 2026-04-20Alibaba	Alibaba	74.8	0	+187	medium	fragile
5	DeepSeek V3.1DeepSeek	DeepSeek	71.8	+1	+7	medium	fragile
5	MiniMax M2.7MiniMax	MiniMax	71.6	+1	+6	medium	fragile
5	GPT-4o (2024-11-20)OpenAI	OpenAI	71.2	+1	+60	medium	fragile
5	Qwen3.5 Plus 2026-02-15Alibaba	Alibaba	68.2	+1	+159	medium	fragile
5	Qwen3 Next 80B A3B ThinkingAlibaba	Alibaba	66.7	+1	+6	medium	fragile
5	Mistral Large 2407Mistral AI	Mistral AI	65.9	+1	+23	medium	fragile
5	Qwen3 30B A3B Instruct 2507Alibaba	Alibaba	64.1	+1	+170	medium	fragile
2	Grok 4.6xAI	xAI	88.8	-2	+3	low	stable
2	GPT-5.1-Codex-MaxOpenAI	OpenAI	88.7	-2	+1	low	stable
2	GPT-5.1OpenAI	OpenAI	88.7	-2	+1	low	stable
2	GPT-5.1-CodexOpenAI	OpenAI	88.7	-2	+2	low	stable
1	Claude Opus 4.8Anthropic	Anthropic	95.1	-1	0	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	24h	7d	状态
1	Claude Fable 5.1Anthropic	Anthropic	95.9	0	0	stable
2	Claude Fable 5.1 (batch)Anthropic	Anthropic	95.9	0	0	stable
3	Claude Fable 5Anthropic	Anthropic	95.9	0	0	stable
4	Claude Fable 5 (batch)Anthropic	Anthropic	95.9	0	0	stable
101	GLM 5.3Zhipu AI	Zhipu AI	78.6	0	+4	stable
151	DeepSeek V3.2 ExpDeepSeek	DeepSeek	71.8	+1	+4	stable
169	Qwen3 VL 235B A22B ThinkingAlibaba	Alibaba	69.3	+1	+4	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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