inclusionAI: Ling 3.0 Flash Sante

Text input Text output Unavailable
Author's Description

Ling 3.0 Flash Sante is a health and medicine-focused mixture-of-experts model from InclusionAI, built on Ling 3.0 Flash with 5.1B active parameters out of 124B total. It is designed for...

Key Specifications
Cost
$$$
Context
262K
Parameters
124B (Rumoured)
Released
Sep 04, 2026
Speed
★★
Ability
★★★
Reliability
★★
Supported Parameters

This model supports the following parameters:

Top P Seed Include Reasoning Tools Temperature Frequency Penalty Tool Choice Stop Reasoning Top Logprobs Max Tokens Presence Penalty Logprobs
Features

This model supports the following features:

Tools Reasoning
Performance Summary

inclusionAI: Ling 3.0 Flash Sante, a health and medicine-focused mixture-of-experts model, demonstrates moderate speed performance, ranking in the 36th percentile across benchmarks. It offers cost-effective solutions, typically placing in the 63rd percentile for price. A standout feature is its exceptional reliability, boasting a 96% success rate, indicating consistent and usable responses. In terms of specific performance, the model exhibits strong reasoning capabilities, achieving 98.0% accuracy and ranking in the 89th percentile, while also being cost-efficient in this category. Its instruction following is solid at 74.0% accuracy, placing it in the 70th percentile. Coding performance is respectable at 90.0% accuracy, though it falls in the 56th percentile. Mathematics presents a notable weakness, with 90.0% accuracy but only ranking in the 47th percentile, and it is the slowest category for the model. Overall, Ling 3.0 Flash Sante excels in reliability and complex reasoning, offers competitive pricing, but has room for improvement in mathematical problem-solving speed and relative accuracy.

Model Pricing

Current Pricing

Feature Price (per 1M tokens)
Prompt $0.042
Completion $0.123
Input Cache Read $0.0084

Price History

Available Endpoints
Provider Endpoint Name Context Length Pricing (Input) Pricing (Output)
Novita
Novita | inclusionai/ling-3.0-flash-sante-20260904 262K $0.042 / 1M tokens $0.123 / 1M tokens
Benchmark Results
Benchmark Category Reasoning Strategy Free Executions Accuracy Cost Duration
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