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Text generation models - Qwen, DeepSeek, GLM

Reference, synced 2026-06-13.

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HappyHorse-1.0-T2V \ Cinematic creative generation, ultimate dynamic details Qwen3-VL-Plus \ Native VL, spatial reasoning, 1M-context video analysis Wan2.7-VideoEdit \ Supports both localized and global editing with prompt

Qwen3.6-Plus \ Native multimodal, 1M context, agentic coding Wan2.7-Image-Pro \ Interactive editing, long-text rendering, precise prompt following Qwen-Plus \ Balanced intelligence, efficient inference, production-ready performance

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Choose the right text generation model for AI agents, chatbots, and document processing.

We recommend qwen3.7-plus for balanced performance and cost, with full tool calling and a 1M-token context window for large codebases. For the strongest reasoning, choose qwen3.7-max.

Migrate from closed-source models

Map your current GPT, Claude, or Gemini model to an equivalent Bailian model.

Closed-source examplesBailian recommendation
Closed-source examplesBailian recommendation
Highest capabilityGPT-5.5, Claude Opus 4.7, Gemini 3.1 Proqwen3.7-max
BalancedGPT-5.4, Claude Sonnet 4.6, Gemini 3 Proqwen3.7-plus, deepseek-v4-pro, glm-5.1
Lightweight & low-costGPT-5.4-mini, Claude Haiku 4.5, Gemini 3.1 Flashqwen3.6-flash, deepseek-v4-flash, MiniMax-M2.5

Use cases

Start with qwen3.7-plus for chatbots, content generation, summarization, and document processing — it balances performance, cost, and built-in tools with a 1M-token context window. To cut costs, switch to qwen3.6-flash, which offers similar capabilities at a lower price. For the strongest reasoning, use qwen3.7-max (1M context, higher cost).

Context window

1 million tokens is roughly 750,000 English words, or 8-10 novels.

  • For long documents or large codebases: qwen3.7-plus / qwen3.6-flash (1 million tokens).

  • For standard tasks: 128k-256k tokens is typically sufficient.

For context window details, visit the Models page.

China (Beijing) | Singapore | US | China (Hong Kong) | Frankfurt

Thinking mode

Step-by-step reasoning for multi-step math, code debugging, architecture planning, and legal cross-referencing.

Enable with the enable_thinking parameter, or use reasoning.effort in the Responses API to control thinking depth. All Qwen3+ models support this feature, most of which operate in a hybrid mode togglable per request.

See Deep thinking.

Function calling and built-in tools

Let the model take actions such as querying weather, searching databases, or booking meetings.

  • Function calling (custom tools that the model calls): Supported by all general-purpose models.

  • Built-in tools (web search, code interpreter, web scraping) with no configuration required.

See Tool calling.

Structured output

Forces valid JSON output, useful for extracting structured data like names and addresses from text.

See Structured output.

Batch inference

Process large volumes at lower cost when latency is not critical.

See Batch inference.

ModelContextThinking modeFunction CallingBuilt-in toolsStructured outputBatch calling
ModelContextThinking modeFunction CallingBuilt-in toolsStructured outputBatch calling
qwen3.7-max1MSupportedSupportedSupportedUnsupportedSupported
qwen3.7-plus1MSupportedSupportedSupportedSupportedSupported
qwen3.6-flash1MSupportedSupportedSupportedSupportedSupported
kimi-k2.6256kSupportedSupportedUnsupportedUnsupportedUnsupported
deepseek-v4-pro1MSupportedSupportedUnsupportedUnsupportedUnsupported
deepseek-v4-flash1MSupportedSupportedUnsupportedUnsupportedUnsupported
glm-5.1198kSupportedSupportedUnsupportedSupportedUnsupported
MiniMax-M2.5192kSupportedSupportedUnsupportedUnsupportedUnsupported

All models

Qwen3.7

ModelContextMax outputThinking budgetFunction CallingBuilt-in toolsStructured outputBatch
ModelContextMax outputThinking budgetFunction CallingBuilt-in toolsStructured outputBatch
qwen3.7-max1M64k256kSupportedSupportedUnsupportedSupported
qwen3.7-max-2026-06-081M64k256kSupportedSupportedUnsupportedUnsupported
qwen3.7-max-2026-05-201M64k256kSupportedSupportedUnsupportedUnsupported
qwen3.7-max-preview1M64k256kSupportedSupportedUnsupportedUnsupported
qwen3.7-max-2026-05-171M64k256kSupportedSupportedUnsupportedUnsupported
qwen3.7-plus1M64k256kSupportedSupportedSupportedSupported
qwen3.7-plus-2026-05-261M64k256kSupportedSupportedSupportedSupported

Qwen3.6

ModelContextMax outputThinking budgetFunction CallingBuilt-in toolsStructured outputBatch calling
ModelContextMax outputThinking budgetFunction CallingBuilt-in toolsStructured outputBatch calling
qwen3.6-max-preview256k64k128kSupportedUnsupportedSupportedUnsupported
qwen3.6-plus1M64k80kSupportedSupportedSupportedSupported
qwen3.6-plus-2026-04-021M64k80kSupportedSupportedSupportedUnsupported
qwen3.6-flash1M64k128kSupportedSupportedSupportedSupported
qwen3.6-flash-2026-04-161M64k128kSupportedSupportedSupportedUnsupported

Qwen3.5

ModelContextMax outputThinking budgetFunction CallingBuilt-in toolsStructured outputBatch calling
ModelContextMax outputThinking budgetFunction CallingBuilt-in toolsStructured outputBatch calling
qwen3.5-plus1M64k80kSupportedSupportedSupportedSupported
qwen3.5-plus-2026-02-151M64k80kSupportedSupportedSupportedUnsupported
qwen3.5-flash1M64k80kSupportedSupportedSupportedSupported
qwen3.5-flash-2026-02-231M64k80kSupportedSupportedSupportedUnsupported
qwen3.5-397b-a17b256k64k80kSupportedSupportedSupportedUnsupported
qwen3.5-122b-a10b256k64k80kSupportedSupportedSupportedUnsupported
qwen3.5-27b256k64k80kSupportedSupportedSupportedUnsupported
qwen3.5-35b-a3b256k64k80kSupportedSupportedSupportedUnsupported

Third-party models

ModelContextMax outputThinking budgetFunction CallingBuilt-in toolsStructured outputBatch calling
ModelContextMax outputThinking budgetFunction CallingBuilt-in toolsStructured outputBatch calling
deepseek-v4-pro1M384k (shared)SupportedUnsupportedUnsupportedUnsupported
deepseek-v4-flash1M384k (shared)SupportedUnsupportedUnsupportedUnsupported
glm-5.1198k128k128kSupportedUnsupportedSupportedUnsupported
kimi-k2.6256k96k80kSupportedUnsupportedUnsupportedUnsupported
MiniMax-M2.5192k32k (includes chain-of-thought)UnsupportedSupportedUnsupportedUnsupportedUnsupported

Legacy and other models

For new projects, use the Qwen3.6 or Qwen3.5 series. The following models are legacy and no longer recommended. Visit the Models page to view detailed model parameters, such as context window and billing.

China (Beijing) | Singapore | United States | China (Hong Kong) | Germany (Frankfurt)

View legacy and other models

Qwen3

ModelContextThinking modeFunction CallingBuilt-in toolsStructured outputBatch calling
qwen3-max256kSupportedSupportedSupportedSupportedSupported
qwen3-max-2026-01-23256kSupportedSupportedSupportedSupportedUnsupported
qwen3-max-preview256kSupportedSupportedSupportedSupportedUnsupported
qwen3-max-2025-09-23256kSupportedSupportedSupportedSupportedUnsupported
qwen3-235b-a22b128kSupportedSupportedUnsupportedSupportedUnsupported
qwen3-235b-a22b-thinking-2507128kSupportedSupportedUnsupportedUnsupportedUnsupported
qwen3-235b-a22b-instruct-2507128kUnsupportedSupportedUnsupportedSupportedUnsupported
qwen3-next-80b-a3b-thinking128kSupportedSupportedUnsupportedUnsupportedUnsupported
qwen3-next-80b-a3b-instruct128kUnsupportedSupportedUnsupportedSupportedUnsupported
qwen3-32b128kSupportedSupportedUnsupportedSupportedUnsupported
qwen3-30b-a3b128kSupportedSupportedUnsupportedSupportedUnsupported
qwen3-30b-a3b-thinking-250780kSupportedSupportedUnsupportedUnsupportedUnsupported
qwen3-30b-a3b-instruct-2507128kUnsupportedSupportedUnsupportedSupportedUnsupported
qwen3-14b128kSupportedSupportedUnsupportedSupportedUnsupported
qwen3-8b128kSupportedSupportedUnsupportedSupportedUnsupported

Qwen3-Coder

ModelContextThinking modeFunction CallingBuilt-in toolsStructured outputBatch calling
qwen3-coder-plus1MSupportedSupportedUnsupportedSupportedUnsupported
qwen3-coder-plus-2025-09-231MSupportedSupportedUnsupportedSupportedUnsupported
qwen3-coder-plus-2025-07-221MSupportedSupportedUnsupportedSupportedUnsupported
qwen3-coder-flash1MSupportedSupportedUnsupportedSupportedUnsupported
qwen3-coder-flash-2025-07-281MSupportedSupportedUnsupportedSupportedUnsupported
qwen3-coder-next256kSupportedSupportedUnsupportedSupportedUnsupported
qwen3-coder-480b-a35b-instruct256kUnsupportedSupportedUnsupportedSupportedUnsupported
qwen3-coder-30b-a3b-instruct256kUnsupportedSupportedUnsupportedSupportedUnsupported

Translation

ModelContextThinking modeFunction CallingBuilt-in toolsStructured outputBatch calling
qwen-mt-plus16kUnsupportedUnsupportedUnsupportedUnsupportedUnsupported
qwen-mt-turbo16kUnsupportedUnsupportedUnsupportedUnsupportedUnsupported
qwen-mt-flash16kUnsupportedUnsupportedUnsupportedUnsupportedUnsupported
qwen-mt-lite16kUnsupportedUnsupportedUnsupportedUnsupportedUnsupported

Qwen-Long

ModelContextThinking modeFunction CallingBuilt-in toolsStructured outputBatch calling
qwen-long10MUnsupportedUnsupportedUnsupportedSupportedSupported
qwen-long-latest10MUnsupportedUnsupportedUnsupportedSupportedSupported
qwen-long-2025-01-2510MUnsupportedUnsupportedUnsupportedSupportedUnsupported

Role-playing

ModelContextThinking modeFunction CallingBuilt-in toolsStructured outputBatch calling
qwen-plus-character32kUnsupportedUnsupportedUnsupportedUnsupportedUnsupported
qwen-plus-character-ja32kUnsupportedUnsupportedUnsupportedUnsupportedUnsupported
qwen-flash-character8kUnsupportedUnsupportedUnsupportedUnsupportedUnsupported

Legacy Qwen

ModelContextThinking modeFunction CallingBuilt-in toolsStructured outputBatch calling
qwen2.5-omni-7b32kUnsupportedUnsupportedUnsupportedUnsupportedUnsupported
qwen-plus and its snapshots1MSupportedSupportedSupportedSupportedSupported (mainline version only)
qwen-max and its snapshots32kSupportedSupportedSupportedSupportedSupported (mainline version only)
qwen-flash and its snapshots1MSupportedSupportedSupportedSupportedSupported (mainline version only)
qwen-turbo and its snapshots128kSupportedSupportedSupportedSupportedSupported (mainline version only)
qwq-plus128kSupportedSupportedUnsupportedUnsupportedSupported
qvq-max and its snapshots128kSupportedUnsupportedUnsupportedUnsupportedUnsupported
qwen-omni-turbo and its snapshots32kUnsupportedUnsupportedUnsupportedUnsupportedSupported (mainline version only)

Third-party models

ModelContextThinking modeFunction CallingBuilt-in toolsStructured outputBatch calling
glm-5198kSupportedSupportedUnsupportedSupportedUnsupported
glm-4.7198kSupportedSupportedUnsupportedSupportedUnsupported
glm-4.5128kSupportedSupportedUnsupportedSupportedUnsupported
glm-4.5-air128kSupportedSupportedUnsupportedSupportedUnsupported
MiniMax-M2.1200kSupportedSupportedUnsupportedUnsupportedUnsupported
kimi-k2.5256kSupportedSupportedUnsupportedUnsupportedUnsupported
kimi-k2-thinking256kSupportedSupportedUnsupportedSupportedUnsupported
Moonshot-Kimi-K2-Instruct128kUnsupportedSupportedUnsupportedUnsupportedUnsupported
deepseek-v3.2128kSupportedSupportedUnsupportedUnsupportedSupported
deepseek-v3.2-exp128kSupportedSupportedUnsupportedUnsupportedUnsupported
deepseek-v3.1128kSupportedSupportedUnsupportedUnsupportedUnsupported
deepseek-v3128kUnsupportedSupportedUnsupportedUnsupportedSupported
deepseek-r1128kSupportedSupportedUnsupportedUnsupportedSupported
deepseek-r1-0528128kSupportedSupportedUnsupportedUnsupportedUnsupported
deepseek-r1-distill-llama-70b128kSupportedUnsupportedUnsupportedUnsupportedUnsupported
deepseek-r1-distill-qwen-32b128kSupportedUnsupportedUnsupportedUnsupportedUnsupported
deepseek-r1-distill-qwen-14b128kSupportedUnsupportedUnsupportedUnsupportedUnsupported
deepseek-r1-distill-qwen-7b128kSupportedUnsupportedUnsupportedUnsupportedUnsupported
deepseek-r1-distill-qwen-1.5b128kSupportedUnsupportedUnsupportedUnsupportedUnsupported
deepseek-r1-distill-llama-8b128kSupportedUnsupportedUnsupportedUnsupportedUnsupported

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Qwen3.5

Third-party models

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