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InclusionAIReleased on Sep 30, 2026

Ling 3.1 Flash: Benchmarks, Pricing & Context Window

Ling 3.1 Flash is a language model from InclusionAI, released in September 2026.

Ling 3.1 Flash (Ling-3.1-flash) is InclusionAI / Ant Group's hybrid-reasoning MoE flash model: ~560B total parameters with ~25B active per token. API-only at launch (weights not yet on Hugging Face). Hosted context is commonly 262K

Ling 3.1 Flash benchmarks

Capability tiers

Standing within each category, adjusted for leaderboard depth.

Real tasks performance

High-confidence performance for Ling 3.1 Flash across real-world prompt categories. Only 95% intervals at most 4 points wide are shown.

Performance by conversation depth

How Ling 3.1 Flash holds up as conversations get longer.

Quality Tracker

Ling 3.1 Flash Performance Across Datasets

Scores sourced from the model's scorecard, paper, or official blog posts

LLM Stats Logollm-stats.com - Wed Oct 07 2026
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Ling 3.1 Flash latency

Ling 3.1 Flash time to first token, sustained output throughput, and failed-request rate from live model usage over the trailing 7 days.

Ling 3.1 Flash examples

Recent arena outputs from Ling 3.1 Flash, picked from the highest-ranked matchups.

Ling 3.1 Flash license

Ling 3.1 Flash has 560.0B parameters.

Parameters
560.0B

Ling 3.1 Flash resources

Official sources for Ling 3.1 Flash: provider documentation, official launch post.

Ling 3.1 Flash vs other models

The most-compared alternatives to Ling 3.1 Flash are Muse Spark 1.3, Qwen3.5-397B-A17B, Atria Dawn Preview. Open any pair side-by-side for benchmarks, pricing, context, and latency.

Models like Ling 3.1 Flash

Models ranked just above and below Ling 3.1 Flash by LLM Stats score.

 

Muse Spark 1.3

Score pending
 

Qwen3.5-397B-A17B

Score pending
 

Atria Dawn Preview

Score pending
 

Nova 2 Omni

Score pending
 

Muse Spark 1.1

Score pending
 

GPT-5

Score pending

FAQ

Common questions about Ling 3.1 Flash.

When was Ling 3.1 Flash released?

Ling 3.1 Flash was released on September 30, 2026 by inclusionai. This is the official Ling 3.1 Flash release date tracked on LLM Stats.

How big is Ling 3.1 Flash?

Ling 3.1 Flash has 560 billion parameters.

Who created Ling 3.1 Flash?

Ling 3.1 Flash was created by inclusionai.

Where is the Ling 3.1 Flash paper or technical report?

Ling 3.1 Flash has a paper or technical report available at https://aiidelist.com/blog/ling-3-1-flash. Use that source for architecture, training, release and evaluation details.

What models should I compare Ling 3.1 Flash against?

Common Ling 3.1 Flash comparisons include Ling 3.1 Flash vs Muse Spark 1.3, Ling 3.1 Flash vs Qwen3.5-397B-A17B, Ling 3.1 Flash vs Atria Dawn Preview. Compare them side by side for benchmark scores, pricing, context window, latency and provider availability.