Skip to main content

Human ratings

Science (human ratings)

Among the occupational fields questions are sorted into, a category computed only from questions in science.

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
1–15Gemini 4 ArgonGoogleRating 1532 ±15−71517rank 1–3$2$101.05MGoogle Released 2026-⁠09 Week change −7 Price $2 / $10 Length 1.05M
1–15Claude Opus 4.6AnthropicRating 1527 ±6−11503rank 2–9$5$251MAnthropic Released 2026-⁠02 Week change −1 Price $5 / $25 Length 1M
1–15Claude Fable 5AnthropicRating 1525 ±801503rank 2–9$10$501MAnthropic Released 2026-⁠06 Price $10 / $50 Length 1M
1–15Claude Opus 4.7AnthropicRating 1525 ±701501rank 2–10$5$251MAnthropic Released 2026-⁠04 Price $5 / $25 Length 1M
1–15Kimi K3⁠MoonshotRating 1524 ±9+21487rank 8–27$3$151.05MMoonshot Released 2026-⁠07 Week change +2 Price $3 / $15 Length 1.05M
1–19Claude Fable 5.1AnthropicRating 1522 ±12+21503rank 2–10$10$501MAnthropic Released 2026-⁠09 Week change +2 Price $10 / $50 Length 1M
1–33Muse WonderMetaRating 1521 ±19−61509rank 1–8$4$201.05MMeta Released 2026-⁠10 Week change −6 Price $4 / $20 Length 1.05M
1–22Claude Opus 5.5AnthropicRating 1520 ±15+21509rank 1–7$4$201MAnthropic Released 2026-⁠09 Week change +2 Price $4 / $20 Length 1M
1–18Gemini 3.8 FlashGoogleRating 1519 ±8+31496rank 4–15$0.75$3.751.05MGoogle Released 2026-⁠09 Week change +3 Price $0.75 / $3.75 Length 1.05M
1–24Qwen3.8 MaxAlibabaRating 1514 ±901483rank 10–36$2$61MAlibaba Released 2026-⁠08 Price $2 / $6 Length 1M
1–23Claude Opus 5AnthropicRating 1514 ±9+21491rank 8–22$5$251MAnthropic Released 2026-⁠07 Week change +2 Price $5 / $25 Length 1M
1–26Gemini 3.7 FlashGoogleRating 1514 ±9+31490rank 8–25$0.75$3.751.05MGoogle Released 2026-⁠08 Week change +3 Price $0.75 / $3.75 Length 1.05M
1–34Muse Spark 1.3MetaRating 1512 ±11+31496rank 3–15$1.25$4.251.05MMeta Released 2026-⁠09 Week change +3 Price $1.25 / $4.25 Length 1.05M
6–26Gemini 3.1 Pro (preview)GoogleRating 1510 ±5−11487rank 10–26$2$121.05MGoogle Released 2026-⁠02 Week change −1 Price $2 / $12 Length 1.05M
1–47Muse Spark 1.2MetaRating 1509 ±15−71491rank 6–25$1.25$4.251.05MMeta Released 2026-⁠08 Week change −7 Price $1.25 / $4.25 Length 1.05M
6–41GLM-5.3⁠Z.aiRating 1506 ±1001481rank 11–38$1.4$4.41MZ.ai Released 2026-⁠08 Price $1.4 / $4.4 Length 1M
7–38Claude Opus 4.8AnthropicRating 1504 ±701481rank 12–36$5$251MAnthropic Released 2026-⁠05 Price $5 / $25 Length 1M
8–47Muse Spark 1.1MetaRating 1501 ±7−21490rank 8–23$1.25$4.251MMeta Released 2026-⁠07 Week change −2 Price $1.25 / $4.25 Length 1M
8–49Claude Sonnet 4.6AnthropicRating 1500 ±701472rank 24–49$3$151MAnthropic Released 2026-⁠02 Price $3 / $15 Length 1M
6–63Claude Sonnet 5.5AnthropicRating 1498 ±16+71478rank 14–44$2$101MAnthropic Released 2026-⁠09 Week change +7 Price $2 / $10 Length 1M
11–50GLM-5.2⁠Z.aiRating 1498 ±701475rank 19–43$1.4$4.41MZ.ai Released 2026-⁠06 Price $1.4 / $4.4 Length 1M
1–75MiMo-V2.6 Pro⁠XiaomiRating 1498 ±24+31480rank 10–44$0.435$0.871.05MXiaomi Released 2026-⁠09 Week change +3 Price $0.435 / $0.87 Length 1.05M
13–49GPT-5.5OpenAIRating 1498 ±701482rank 12–36$5$301.05MOpenAI Released 2026-⁠04 Price $5 / $30 Length 1.05M
10–50Gemini 3 ProGoogleRating 1498 ±801486rank 10–29——1.05MGoogle Released 2025-⁠11 Price — Length 1.05M
13–52Gemini 3.5 FlashGoogleRating 1496 ±701477rank 18–41$1.5$91.05MGoogle Released 2026-⁠05 Price $1.5 / $9 Length 1.05M
8–63Muse SparkMetaRating 1496 ±12+11489rank 8–27———Meta Released 2026-⁠04 Week change +1 Price — Length —
13–59Gemini 3.6 FlashGoogleRating 1494 ±8+11483rank 10–35$0.75$3.751.05MGoogle Released 2026-⁠07 Week change +1 Price $0.75 / $3.75 Length 1.05M
11–64GPT-6 AstraOpenAIRating 1493 ±13+31476rank 17–44$10$501.05MOpenAI Released 2026-⁠09 Week change +3 Price $10 / $50 Length 1.05M
13–63GPT-5.5 InstantOpenAIRating 1492 ±1001473rank 20–50———OpenAI Released 2026-⁠05 Price — Length —
15–63Claude Opus 4.5AnthropicRating 1492 ±801474rank 23–46$5$25200KAnthropic Released 2025-⁠11 Price $5 / $25 Length 200K
15–63GPT-5.6 SolOpenAIRating 1490 ±801485rank 10–30$4$201.05MOpenAI Released 2026-⁠07 Price $4 / $20 Length 1.05M
16–63MiMo-V2.5 Pro⁠XiaomiRating 1490 ±601466rank 34–53$0.435$0.871.05MXiaomi Released 2026-⁠04 Price $0.435 / $0.87 Length 1.05M
15–64Qwen3.5 Max (preview)AlibabaRating 1490 ±10+11465rank 36–60————Alibaba Released — Week change +1 Price — Length —
13–70DeepSeek-V4.1 Flash⁠DeepSeekRating 1490 ±13+51476rank 17–46——1MDeepSeek Released 2026-⁠09 Week change +5 Price — Length 1M
15–64GLM-5.3 Flash⁠Z.aiRating 1490 ±8−21476rank 19–43$0.15$0.51MZ.ai Released 2026-⁠08 Week change −2 Price $0.15 / $0.5 Length 1M
16–63Grok 4.20 Beta Reasoning (0309)xAIRating 1489 ±701472rank 24–50——2M—xAI Released — Price — Length 2M
17–64Claude Sonnet 5AnthropicRating 1488 ±7+11461rank 41–64$2$101MAnthropic Released 2026-⁠06 Week change +1 Price $2 / $10 Length 1M
17–64GPT-5.4OpenAIRating 1488 ±701475rank 19–42$2.5$151.05MOpenAI Released 2026-⁠03 Price $2.5 / $15 Length 1.05M
19–64GLM-5.1⁠Z.aiRating 1487 ±601465rank 36–53$1.4$4.4200KZ.ai Released 2026-⁠04 Price $1.4 / $4.4 Length 200K
17–67Gemini 3 FlashGoogleRating 1487 ±901473rank 23–49——1.05MGoogle Released 2025-⁠12 Price — Length 1.05M
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