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Human ratings

English (human ratings)

A category computed only from questions in English.

How to read this table

  • Higher rows are rated higher. A range like “1–2” means the gap is within the margin of error.
  • The rating comes from people comparing two answers and picking the better one.
  • At a gap of 50, the higher model is picked about 57% of the time; 100 means 64%, 200 means 76%.
  • Prices are a guide per million tokens, reading then writing.
  • Length is how much text the model can read at once (tokens).

± range of the top model

RankModelDeveloperratingrating scale 1450 to 1550Week
change
OverallInput $
/1M
Output $
/1M
ContextSupportsWeightsReleasedPrice and specs
1–7Gemini 4 ArgonGoogleRating 1520 ±10−131517rank 1–3$2$101.05MGoogle Released 2026-⁠09 Week change −13 Price $2 / $10 Length 1.05M
1–9Claude Opus 5.5AnthropicRating 1516 ±10+41509rank 1–7$4$201MAnthropic Released 2026-⁠09 Week change +4 Price $4 / $20 Length 1M
1–11Muse WonderMetaRating 1516 ±13−81509rank 1–8$4$201.05MMeta Released 2026-⁠10 Week change −8 Price $4 / $20 Length 1.05M
1–9Claude Opus 4.6AnthropicRating 1513 ±4−11503rank 2–9$5$251MAnthropic Released 2026-⁠02 Week change −1 Price $5 / $25 Length 1M
1–9Claude Fable 5AnthropicRating 1511 ±5−11503rank 2–9$10$501MAnthropic Released 2026-⁠06 Week change −1 Price $10 / $50 Length 1M
1–9Claude Opus 4.7AnthropicRating 1510 ±501501rank 2–10$5$251MAnthropic Released 2026-⁠04 Price $5 / $25 Length 1M
2–20Muse Spark 1.3MetaRating 1502 ±7+21496rank 3–15$1.25$4.251.05MMeta Released 2026-⁠09 Week change +2 Price $1.25 / $4.25 Length 1.05M
2–23Claude Fable 5.1AnthropicRating 1502 ±8+51503rank 2–10$10$501MAnthropic Released 2026-⁠09 Week change +5 Price $10 / $50 Length 1M
6–27Gemini 3.8 FlashGoogleRating 1498 ±6−11496rank 4–15$0.75$3.751.05MGoogle Released 2026-⁠09 Week change −1 Price $0.75 / $3.75 Length 1.05M
6–28Muse SparkMetaRating 1496 ±801489rank 8–27———Meta Released 2026-⁠04 Price — Length —
1–44MiMo-V2.6 Pro⁠XiaomiRating 1495 ±1501480rank 10–44$0.435$0.871.05MXiaomi Released 2026-⁠09 Price $0.435 / $0.87 Length 1.05M
7–29Kimi K3⁠MoonshotRating 1494 ±601487rank 8–27$3$151.05MMoonshot Released 2026-⁠07 Price $3 / $15 Length 1.05M
7–28Claude Opus 5AnthropicRating 1494 ±5+11491rank 8–22$5$251MAnthropic Released 2026-⁠07 Week change +1 Price $5 / $25 Length 1M
7–42Muse Spark 1.2MetaRating 1492 ±10−31491rank 6–25$1.25$4.251.05MMeta Released 2026-⁠08 Week change −3 Price $1.25 / $4.25 Length 1.05M
7–43Claude Sonnet 5.5AnthropicRating 1492 ±11+11478rank 14–44$2$101MAnthropic Released 2026-⁠09 Week change +1 Price $2 / $10 Length 1M
7–37Qwen3.8 MaxAlibabaRating 1491 ±601483rank 10–36$2$61MAlibaba Released 2026-⁠08 Price $2 / $6 Length 1M
7–44GPT-6.1 SolOpenAIRating 1491 ±11−31480rank 10–41$2$101.05MOpenAI Released 2026-⁠09 Week change −3 Price $2 / $10 Length 1.05M
7–37GLM-5.3⁠Z.aiRating 1491 ±7+31481rank 11–38$1.4$4.41MZ.ai Released 2026-⁠08 Week change +3 Price $1.4 / $4.4 Length 1M
8–37Claude Opus 4.8AnthropicRating 1490 ±501481rank 12–36$5$251MAnthropic Released 2026-⁠05 Price $5 / $25 Length 1M
7–37Muse Spark 1.1MetaRating 1490 ±501490rank 8–23$1.25$4.251MMeta Released 2026-⁠07 Price $1.25 / $4.25 Length 1M
9–35Gemini 3.1 Pro (preview)GoogleRating 1490 ±401487rank 10–26$2$121.05MGoogle Released 2026-⁠02 Price $2 / $12 Length 1.05M
8–39GPT-5.6 SolOpenAIRating 1489 ±601485rank 10–30$4$201.05MOpenAI Released 2026-⁠07 Price $4 / $20 Length 1.05M
7–47DeepSeek-V4.1 Flash⁠DeepSeekRating 1487 ±9+11476rank 17–46——1MDeepSeek Released 2026-⁠09 Week change +1 Price — Length 1M
9–42Gemini 3 ProGoogleRating 1487 ±501486rank 10–29——1.05MGoogle Released 2025-⁠11 Price — Length 1.05M
9–43Gemini 3.6 FlashGoogleRating 1487 ±601483rank 10–35$0.75$3.751.05MGoogle Released 2026-⁠07 Price $0.75 / $3.75 Length 1.05M
8–48GPT-6 AstraOpenAIRating 1487 ±8+11476rank 17–44$10$501.05MOpenAI Released 2026-⁠09 Week change +1 Price $10 / $50 Length 1.05M
9–44Gemini 3.7 FlashGoogleRating 1486 ±6+21490rank 8–25$0.75$3.751.05MGoogle Released 2026-⁠08 Week change +2 Price $0.75 / $3.75 Length 1.05M
10–44GPT-5.5OpenAIRating 1485 ±501482rank 12–36$5$301.05MOpenAI Released 2026-⁠04 Price $5 / $30 Length 1.05M
13–51GLM-5.2⁠Z.aiRating 1483 ±5+11475rank 19–43$1.4$4.41MZ.ai Released 2026-⁠06 Week change +1 Price $1.4 / $4.4 Length 1M
13–49Claude Sonnet 4.6AnthropicRating 1483 ±501472rank 24–49$3$151MAnthropic Released 2026-⁠02 Price $3 / $15 Length 1M
13–53Claude Opus 4.5AnthropicRating 1482 ±601474rank 23–46$5$25200KAnthropic Released 2025-⁠11 Price $5 / $25 Length 200K
13–53GPT-5.2 ChatOpenAIRating 1481 ±601476rank 19–42——128KOpenAI Released 2026-⁠02 Price — Length 128K
14–53GLM-5.1⁠Z.aiRating 1481 ±501465rank 36–53$1.4$4.4200KZ.ai Released 2026-⁠04 Price $1.4 / $4.4 Length 200K
13–55Grok 4.20 (beta1)xAIRating 1481 ±601475rank 19–45————xAI Released — Price — Length —
14–56GLM-5.3 Flash⁠Z.aiRating 1479 ±6+11476rank 19–43$0.15$0.51MZ.ai Released 2026-⁠08 Week change +1 Price $0.15 / $0.5 Length 1M
12–64DeepSeek-V4 Pro (2026-⁠08)⁠DeepSeekRating 1479 ±1001465rank 30–64$0.66$1.981MDeepSeek Released 2026-⁠08 Price $0.66 / $1.98 Length 1M
19–55MiMo-V2.5 Pro⁠XiaomiRating 1479 ±5−11466rank 34–53$0.435$0.871.05MXiaomi Released 2026-⁠04 Week change −1 Price $0.435 / $0.87 Length 1.05M
18–56Gemini 3.5 FlashGoogleRating 1478 ±501477rank 18–41$1.5$91.05MGoogle Released 2026-⁠05 Price $1.5 / $9 Length 1.05M
18–60ERNIE 5.1BaiduRating 1478 ±601467rank 26–53——119K—Baidu Released — Price — Length 119K
19–56Grok 4.20 Beta Reasoning (0309)xAIRating 1478 ±501472rank 24–50——2M—xAI Released — Price — Length 2M
How to read this page
  • These ratings exclude the effect of response length and formatting. Differences where the ± ranges overlap are within the margin of error, so about the same.
  • In the Supports column the icons are, from left: can use tools / can read images / can answer in a fixed format (JSON); faded means not supported or unknown.
  • Open-weights models have their contents (the weights) published, so you can also run them on your own computer or server. Models without the open-weights mark are normally used through the developer's own services (apps or API); for some models the weights status is unknown.
  • Names such as ChatGPT next to a model are the consumer services its developer offers. Check on the service itself whether that model is available there.

Data: Arena, Epoch AI, Swallow LLM team (CC BY 4.0), Models.dev (MIT), updated 2026-⁠10-⁠24, data sources