Ling 3.0 Tiny

Ling 3.0 Tiny

Ant Group
Solar Mini

Solar Mini

Upstage AI
+
+

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About

Ling 3.0 Tiny is an open-weights reasoning model with 7.9B total parameters, 1.3B active parameters, and a 262K-token context window. Built with a mixture-of-experts architecture, it extends the open-weights Pareto frontier for intelligence versus active parameters and is small enough to run locally in many settings. The model scores 25 on the Artificial Analysis Intelligence Index, comparable to gpt-oss-120b (high, 24) while using 15x fewer total parameters and 4x fewer active parameters. This parameter efficiency comes with relatively high token usage, with 213M output tokens required to run the Intelligence Index. Ling 3.0 Tiny also shows substantial improvements in hallucination behavior over Ling-mini-2.0, improving its AA-Omniscience score by 59 points while maintaining similar accuracy. Rather than guessing when uncertain, it attempted only 37% of questions in the evaluation, resulting in a 30% hallucination rate compared with 96% for the previous generation.

About

Solar Mini is a pre‑trained large language model that delivers GPT‑3.5‑comparable responses with 2.5Γ— faster inference while staying under 30β€―billion parameters. It achieved first place on the Hugging Face Open LLM Leaderboard in Decemberβ€―2023 by combining a 32‑layer Llamaβ€―2 architecture, initialized with high‑quality Mistralβ€―7B weights, with an innovative β€œdepth up‑scaling” (DUS) approach that deepens the model efficiently without adding complex modules. After DUS, continued pretraining restores and enhances performance, and instruction tuning in a QA format, especially for Korean, refines its ability to follow user prompts, while alignment tuning ensures its outputs meet human or advanced AI preferences. Solar Mini outperforms competitors such as Llamaβ€―2, Mistralβ€―7B, Ko‑Alpaca, and KULLM across a variety of benchmarks, proving that compact size need not sacrifice capability.

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Audience

AI developers, researchers, and teams seeking to run, evaluate, customize, or integrate a compact open-weights reasoning model with long-context and tool-use capabilities

Audience

Developers and AI teams in need of a solution with robust instruction following and RAG‑enabled document processing for real‑time applications

Support

Phone Support
24/7 Live Support
Online

Support

Phone Support
24/7 Live Support
Online

API

Offers API

API

Offers API

Screenshots and Videos

Screenshots and Videos

Pricing

No information available.
Free Version
Free Trial

Pricing

$0.1 per 1M tokens
Free Version
Free Trial

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

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Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Training

Documentation
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Company Information

Ant Group
Founded: 2014
China
ant-ling.com

Company Information

Upstage AI
Founded: 2020
United States
www.upstage.ai/blog/en/introducing-solar-mini-compact-yet-powerful

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Mistral NeMo

Mistral NeMo

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Ling 2.6 Flash

Ling 2.6 Flash

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Ling 3.0 Flash

Ling 3.0 Flash

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Phi-4-reasoning

Phi-4-reasoning

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Categories

Categories

Integrations

Claude Code
Hermes Agent
Hugging Face
Kilo Code
Llama 2
Mistral 7B
OpenClaw
OpenRouter
Syn
Upstage AI
ZenMux

Integrations

Claude Code
Hermes Agent
Hugging Face
Kilo Code
Llama 2
Mistral 7B
OpenClaw
OpenRouter
Syn
Upstage AI
ZenMux
Claim Ling 3.0 Tiny and update features and information
Claim Ling 3.0 Tiny and update features and information
Claim Solar Mini and update features and information
Claim Solar Mini and update features and information