inclusionAI/Ling-3.1-flash-1019
text-generation model by inclusionAI
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Model card & documentation
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🤗 Hugging Face | 🤖 ModelScope | 🐙 OpenRouter We introduce Ling-3.1-flash-1019, an upgraded version of Ling-3.1-flash, with 560B total parameters, 25B active parameters per token, and a 1M-token context window. With further post-training optimizations, Ling-3.1-flash-1019 demonstrates significant improvements in reasoning and real-world agentic capabilities. Its AA-Briefcase score rises from approximately 1400 to 1524 Elo, while performance on AutomationBench-AA increases from 62% to 68%. The model also makes gains on scientific benchmarks, including CritPt (18% → 26%) and SciCode (54% → 57%). Overall, it scores 44 on the Artificial Analysis Intelligence Index v4.3.2, up from 41 for its predecessor. These gains highlight the model's improved capabilities in complex reasoning, multi-step task execution, and agentic workflows across diverse real-world scenarios. The table and diagram below summarize the model’s specifications and architecture. The day-0 SGLang image includes Ling-3.1-flash support, MTP (NEXTN) speculative decoding, and Hopper decode optimizations: Server (8 × H200, TP8…
Read the full model card ↗ · Preview checked 2026-10-28T06:47:53.156Z
Inside the original model card — Document outline
- Introduction
- Model Overview
- Quickstart
- SGLang (Recommended)
- Run Inference
- vLLM
- Environment Preparation
- Run Inference
- Training Content Summary
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Model overview
inclusionAI/Ling-3.1-flash-1019 is a text-generation model repository published by inclusionAI on Hugging Face. A library was not reported.
This page summarizes Hub metadata. For intended use, training data, evaluation results and limitations, consult the original model card.
Model facts
- Task
- text-generation
- Library
- Not reported
- Recent downloads (30 days)
- 1,381
- Cumulative likes
- 85
- Hugging Face trending score
- 85
- Reported safetensors parameters
- 572,120,680,768
- Architecture
- BailingMoeV3ForCausalLM
- License
- mit
- Access
- Not gated by Hugging Face
- Created
- 2026-10-27T05:46:51.000Z
- Last modified
- 2026-10-27T10:46:00.000Z
Compatibility and lineage
Language coverage was not reported.
Base-model lineage was not included.
Parameter count is not a RAM/VRAM requirement. Check precision, quantization, context length and runtime compatibility in the model card; no hardware or API-cost claim is inferred here.
Use and evaluate
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Source and freshness
Source: Hugging Face Hub. Metadata observed 2026-11-01T06:49:30.141Z. Daily imports are snapshots, not real-time monitoring.
Popularity and source listings do not establish security, suitability, licensing rights or benchmark performance.