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Task results

Multiple-choice questions on Japanese culture and daily life (JamC-QA)

Measures knowledge that people living in Japan have, such as culture, customs, geography, and law, with multiple-choice questions in Japanese.

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 score is the share of a shared set of problems the model solved (%).
  • A gap of 3 means 3 problems out of 100.
  • Prices are a guide per million tokens, reading then writing.
  • Length is how much text the model can read at once (tokens).
RankModelDeveloperAccuracy
(%)
Accuracy scale 40 to 100
EvaluatedJapanese
(human rating)
Input $
/1M
Output $
/1M
ContextSupportsWeightsReleasedPrice and specs
1GPT-5.4OpenAIRating 89.11480rank 2–50$2.5$151.05MOpenAI Released 2026-⁠03 Price $2.5 / $15 Length 1.05M
2GPT-5OpenAIRating 85.81431rank 17–93$1.25$10400KOpenAI Released 2025-⁠08 Price $1.25 / $10 Length 400K
3o3OpenAIRating 85.11424rank 22–95$2$8200KOpenAI Released 2025-⁠04 Price $2 / $8 Length 200K
4GPT-4.1OpenAIRating 79.01347rank 83–150$2$81.05MOpenAI Released 2025-⁠04 Price $2 / $8 Length 1.05M
5GPT-4o (2024-⁠08)OpenAIRating 74.71292rank 124–185$2.5$10128KOpenAI Released 2024-⁠08 Price $2.5 / $10 Length 128K
6GPT-5 miniOpenAIRating 70.11364rank 63–146$0.25$2400KOpenAI Released 2025-⁠08 Price $0.25 / $2 Length 400K
7Gemma 4 31B⁠GoogleRating 68.6———262.1KGoogle Released 2026-⁠04 Price — Length 262.1K
8Qwen3.5 122B A10B⁠AlibabaRating 67.11361rank 60–154$0.4$3.2262.1KAlibaba Released 2026-⁠02 Price $0.4 / $3.2 Length 262.1K
9Gemma 4 26B A4B⁠GoogleRating 64.7—$0.15$0.6262.1KGoogle Released 2026-⁠04 Price $0.15 / $0.6 Length 262.1K
10Qwen3 235B A22B (thinking)⁠AlibabaRating 64.11376rank 49–142——262.1KAlibaba Released 2025-⁠07 Price — Length 262.1K
11Qwen3 235B A22B (instruct)⁠AlibabaRating 63.61392rank 44–119——128KAlibaba Released 2025-⁠07 Price — Length 128K
12ABEJA-QwQ32b-Reasoning-Japanese-v1.0ABEJARating 62.5——————ABEJA Released — Price — Length —
13GPT-OSS-Swallow-120B-RL-v0.1Swallow (Science Tokyo)Rating 61.6——————Swallow (Science Tokyo) Released — Price — Length —
14Qwen3 Next 80B A3B⁠AlibabaRating 61.41293rank 112–202$0.5$6131.1KAlibaba Released 2025-⁠09 Price $0.5 / $6 Length 131.1K
15Qwen3.5 35B A3B⁠AlibabaRating 61.11315rank 93–183$0.25$2262.1KAlibaba Released 2026-⁠02 Price $0.25 / $2 Length 262.1K
16Qwen3 Next 80B A3B (instruct)⁠AlibabaRating 59.91369rank 53–146$0.5$2129KAlibaba Released 2025-⁠09 Price $0.5 / $2 Length 129K
17GPT-OSS-Swallow-120B-SFT-v0.1Swallow (Science Tokyo)Rating 59.4——————Swallow (Science Tokyo) Released — Price — Length —
18NVIDIA Nemotron 3 Super 120B A12B⁠NVIDIARating 59.3———262.1KNVIDIA Released 2026-⁠03 Price — Length 262.1K
19Qwen3.5 27B⁠AlibabaRating 59.11339rank 71–166$0.3$2.4262.1KAlibaba Released 2026-⁠02 Price $0.3 / $2.4 Length 262.1K
20Llama 4 Scout⁠MetaRating 57.91259rank 149–209——128KMeta Released 2025-⁠04 Price — Length 128K
21–22GPT-OSS-Swallow-20B-RL-v0.1Swallow (Science Tokyo)Rating 56.2——————Swallow (Science Tokyo) Released — Price — Length —
21–22Llama 3.3 Swallow 70B (instruct, v0.4)Swallow (Science Tokyo)Rating 56.2——————Swallow (Science Tokyo) Released — Price — Length —
23LLM-jp-4 32B A3BLLM-jpRating 54.1——————LLM-jp Released — Price — Length —
24ELYZA-Shortcut-1.0-Qwen-32BELYZARating 52.4——————ELYZA Released — Price — Length —
25–26GPT-OSS-Swallow-20B-SFT-v0.1Swallow (Science Tokyo)Rating 52.1——————Swallow (Science Tokyo) Released — Price — Length —
25–26Qwen3-Swallow-32B-CPT-v0.2Swallow (Science Tokyo)Rating 52.1——————Swallow (Science Tokyo) Released — Price — Length —
27Qwen3-Swallow-30B-A3B-RL-v0.2Swallow (Science Tokyo)Rating 52.0——————Swallow (Science Tokyo) Released — Price — Length —
28–30GPT-OSS 120B⁠OpenAIRating 51.81325rank 95–166——128KOpenAI Released 2025-⁠08 Price — Length 128K
28–30Qwen3-Swallow-30B-A3B-CPT-v0.2Swallow (Science Tokyo)Rating 51.8——————Swallow (Science Tokyo) Released — Price — Length —
28–30Qwen3-Swallow-32B-RL-v0.2Swallow (Science Tokyo)Rating 51.8——————Swallow (Science Tokyo) Released — Price — Length —
31LLM-jp-4 8BLLM-jpRating 51.4——————LLM-jp Released — Price — Length —
32LLM-jp-3.1 13B (instruct4)LLM-jpRating 50.9——————LLM-jp Released — Price — Length —
33o3-miniOpenAIRating 50.71315rank 101–175$1.1$4.4200KOpenAI Released 2025-⁠01 Price $1.1 / $4.4 Length 200K
34ELYZA-Thinking-1.0-Qwen-32BELYZARating 50.3——————ELYZA Released — Price — Length —
35Qwen3-Swallow-32B-SFT-v0.2Swallow (Science Tokyo)Rating 49.9——————Swallow (Science Tokyo) Released — Price — Length —
36Sarashina2.2 3B (instruct, v0.1)SB IntuitionsRating 49.8——————SB Intuitions Released — Price — Length —
37Llama 3.1 Swallow 8B (instruct, v0.5)Swallow (Science Tokyo)Rating 49.6——————Swallow (Science Tokyo) Released — Price — Length —
38Qwen3-Swallow-30B-A3B-SFT-v0.2Swallow (Science Tokyo)Rating 49.5——————Swallow (Science Tokyo) Released — Price — Length —
39QwQ Bakeneko 32BrinnaRating 49.2——————rinna Released — Price — Length —
40Qwen3.5 9B⁠AlibabaRating 48.9———262KAlibaba Released 2026-⁠02 Price — Length 262K
How to read this page
  • The value is accuracy.
  • The human rating comes from people comparing two answers and picking the better one (higher is better).
  • The accuracy is the share of problems solved. A gap of 1 point is 1 question out of 100.
  • 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