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Original file line number Diff line number Diff line change
Expand Up @@ -824,7 +824,6 @@ workflow.
## Supported Models

openai/gpt-oss-120b, openai/gpt-oss-20b, moonshotai/Kimi-K2.6,
zai-org/GLM-5.1, zai-org/GLM-5, MiniMaxAI/MiniMax-M2.7, Qwen/Qwen3.5-397B-A17B,
Qwen/Qwen3.5-9B, Qwen/Qwen3.6-Plus,
Qwen/Qwen3-235B-A22B-Instruct-2507-tput, deepseek-ai/DeepSeek-V4-Pro,
zai-org/GLM-5, MiniMaxAI/MiniMax-M2.7, Qwen/Qwen3.5-397B-A17B,
Qwen/Qwen3.5-9B, Qwen/Qwen3.6-Plus, deepseek-ai/DeepSeek-V4-Pro,
meta-llama/Llama-3.3-70B-Instruct-Turbo, Qwen/Qwen2.5-7B-Instruct-Turbo, google/gemma-4-31B-it
7 changes: 2 additions & 5 deletions skills/together-chat-completions/references/models.md
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Expand Up @@ -6,10 +6,10 @@
|----------|-------|-----------|-------------|
| Chat (best) | Kimi K2.6 | `moonshotai/Kimi-K2.6` | `MiniMaxAI/MiniMax-M2.7`, `openai/gpt-oss-120b` |
| Reasoning | DeepSeek-V4-Pro | `deepseek-ai/DeepSeek-V4-Pro` | `moonshotai/Kimi-K2.6`, `Qwen/Qwen3.6-Plus` |
| Coding Agents | GLM-5.1 | `zai-org/GLM-5.1` | `moonshotai/Kimi-K2.6`, `deepseek-ai/DeepSeek-V4-Pro`, `MiniMaxAI/MiniMax-M2.7` |
| Coding Agents | Kimi K2.7 Code | `moonshotai/Kimi-K2.7-Code` | `zai-org/GLM-5.2`, `moonshotai/Kimi-K2.6`, `deepseek-ai/DeepSeek-V4-Pro` |
| Small & Fast | GPT-OSS 20B | `openai/gpt-oss-20b` | `Qwen/Qwen2.5-7B-Instruct-Turbo`, `google/gemma-3n-E4B-it` |
| Medium General | GPT-OSS 120B | `openai/gpt-oss-120b` | `zai-org/GLM-5` |
| Function Calling | GLM-5.1 | `zai-org/GLM-5.1` | `moonshotai/Kimi-K2.6`, `MiniMaxAI/MiniMax-M2.7` |
| Function Calling | GLM-5.2 | `zai-org/GLM-5.2` | `moonshotai/Kimi-K2.6`, `MiniMaxAI/MiniMax-M2.7` |
| Vision | Qwen3.5 397B | `Qwen/Qwen3.5-397B-A17B` | `Qwen/Qwen3.5-9B`, `google/gemma-4-31B-it` |

## Full Chat Model Catalog
Expand All @@ -21,16 +21,13 @@
| Qwen | Qwen3.5 397B A17B | `Qwen/Qwen3.5-397B-A17B` | 262,144 | BF16 |
| Qwen | Qwen3.6 Plus | `Qwen/Qwen3.6-Plus` | 1,000,000 | - |
| Qwen | Qwen3.5 9B | `Qwen/Qwen3.5-9B` | 262,144 | FP8 |
| Qwen | Qwen3 235B Instruct | `Qwen/Qwen3-235B-A22B-Instruct-2507-tput` | 262,144 | FP8 |
| Moonshot | Kimi K2.6 | `moonshotai/Kimi-K2.6` | 262,144 | FP4 |
| DeepSeek | DeepSeek-V4-Pro | `deepseek-ai/DeepSeek-V4-Pro` | 512,000 | FP4 |
| NVIDIA | Nemotron 3 Ultra 550B A55B | `nvidia/nemotron-3-ultra-550b-a55b` | 512,300 | NVFP4 |
| OpenAI | GPT-OSS 120B | `openai/gpt-oss-120b` | 128,000 | MXFP4 |
| OpenAI | GPT-OSS 20B | `openai/gpt-oss-20b` | 128,000 | MXFP4 |
| Z.ai | GLM-5.1 | `zai-org/GLM-5.1` | 202,752 | FP4 |
| Z.ai | GLM-5 | `zai-org/GLM-5` | 202,752 | FP4 |
| Meta | Llama 3.3 70B Turbo | `meta-llama/Llama-3.3-70B-Instruct-Turbo` | 131,072 | FP8 |
| Meta | Llama 3 8B Lite | `meta-llama/Meta-Llama-3-8B-Instruct-Lite` | 8,192 | - |
| Deep Cogito | Cogito v2.1 671B | `deepcogito/cogito-v2-1-671b` | 163,840 | - |
| Google | Gemma 4 31B IT | `google/gemma-4-31B-it` | 262,144 | FP8 |
| Google | Gemma 3N E4B | `google/gemma-3n-E4B-it` | 32,768 | FP8 |
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Expand Up @@ -16,7 +16,6 @@
| Model | API String | Type | Context | Tool Calling |
|-------|-----------|------|---------|--------------|
| DeepSeek-V4-Pro | `deepseek-ai/DeepSeek-V4-Pro` | Hybrid (on by default) | 512K | Yes |
| GLM-5.1 | `zai-org/GLM-5.1` | Hybrid (on by default) | 200K | Yes |
| GLM-5 | `zai-org/GLM-5` | Hybrid (on by default) | 200K | Yes |
| GPT-OSS 120B | `openai/gpt-oss-120b` | Adjustable effort | 128K | No |
| GPT-OSS 20B | `openai/gpt-oss-20b` | Adjustable effort | 128K | No |
Expand Down Expand Up @@ -109,7 +108,6 @@ Hybrid models support `reasoning={"enabled": True/False}` to toggle reasoning on
- `Qwen/Qwen3.6-Plus` (on by default)
- `moonshotai/Kimi-K2.6` (on by default)
- `nvidia/nemotron-3-ultra-550b-a55b` (on by default)
- `zai-org/GLM-5.1` (on by default)
- `zai-org/GLM-5` (on by default)

### Python -- Enable Reasoning
Expand Down Expand Up @@ -242,7 +240,7 @@ response = client.chat.completions.create(

### Separate reasoning field (most models)

Models like Kimi K2.6, GLM-5.1, DeepSeek-V4-Pro, GPT-OSS, and Qwen3.5 return reasoning in a dedicated
Models like Kimi K2.6, GLM-5, DeepSeek-V4-Pro, GPT-OSS, and Qwen3.5 return reasoning in a dedicated
`reasoning` field on the response message or streaming delta.

The field is symmetric: the model returns its chain of thought in `reasoning` (or `delta.reasoning`
Expand Down Expand Up @@ -319,7 +317,7 @@ prompt tokens) always live somewhere on `response.usage`, but their **location v
read both shapes defensively.

- **Reasoning models** (for example `deepseek-ai/DeepSeek-V4-Pro`, `Qwen/Qwen3.6-Plus`,
`zai-org/GLM-5.1`) nest them OpenAI-style:
`zai-org/GLM-5`) nest them OpenAI-style:
- `usage.completion_tokens_details.reasoning_tokens`
- `usage.prompt_tokens_details.cached_tokens`
- **Some non-reasoning models** (for example `meta-llama/Llama-3.3-70B-Instruct-Turbo`) return
Expand Down Expand Up @@ -453,7 +451,7 @@ if (completion?.choices?.[0]?.message?.content) {
- Supports both reasoning and non-reasoning modes
- Excels at multi-turn tool calling with reasoning interleaved

### GLM-5.1 / GLM-5
### GLM-5
- Thinking is enabled by default
- Supports Preserved Thinking: set `"clear_thinking": false` in `chat_template_kwargs`
- Preserved Thinking retains reasoning across turns for better agentic workflows
Expand Down
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Expand Up @@ -509,7 +509,6 @@ console.log(`Title: ${result.title}`);
- `openai/gpt-oss-120b`
- `openai/gpt-oss-20b`
- `moonshotai/Kimi-K2.6`
- `zai-org/GLM-5.1`
- `zai-org/GLM-5`
- `MiniMaxAI/MiniMax-M2.7`
- `Qwen/Qwen3.5-397B-A17B`
Expand Down
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