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@@ -28,13 +28,12 @@ pipeline_tag: text-generation
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  LIMI is an agentic model fine‑tuned from [GLM‑4.5](https://huggingface.co/zai-org/GLM-4.5) using compact, high‑quality data to emphasize:
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  - Targeted capabilities: tool use, multi‑turn correction, spec compliance
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- - Long‑context trajectory with tokenizer‑filtered samples (≤128k tokens)
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  - OpenAI‑style `messages` with optional function/tool calls
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  ## Model Details
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  - Base model: `zai-org/GLM-4.5`
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- - Context: up to 128k tokens (training budget)
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  - Training framework: slime
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  - Training data: curated conversations from [GAIR/LIMI](https://huggingface.co/datasets/GAIR/LIMI)
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@@ -59,7 +58,7 @@ Our LIMO model is available on Hugging Face 🤗:
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  We release our datasets through Hugging Face 🤗:
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  - Name: `GAIR/LIMI`
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- - Summary: curated agentic SFT data (OpenAI `messages`, optional `tools`, normalized tool‑call arguments), filtered by tokenizer to ≤128k tokens; current release contains ~78 high‑quality samples.
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  - Link: https://huggingface.co/datasets/GAIR/LIMI
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  ## Quick Start
 
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  LIMI is an agentic model fine‑tuned from [GLM‑4.5](https://huggingface.co/zai-org/GLM-4.5) using compact, high‑quality data to emphasize:
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  - Targeted capabilities: tool use, multi‑turn correction, spec compliance
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+ - Long‑context trajectory with tokenizer‑filtered samples
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  - OpenAI‑style `messages` with optional function/tool calls
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  ## Model Details
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  - Base model: `zai-org/GLM-4.5`
 
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  - Training framework: slime
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  - Training data: curated conversations from [GAIR/LIMI](https://huggingface.co/datasets/GAIR/LIMI)
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  We release our datasets through Hugging Face 🤗:
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  - Name: `GAIR/LIMI`
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+ - Summary: curated agentic SFT data (OpenAI `messages`, optional `tools`, normalized tool‑call arguments); current release contains ~78 high‑quality samples.
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  - Link: https://huggingface.co/datasets/GAIR/LIMI
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  ## Quick Start