Ling 3.0 Flash Fin (free)

Text input Text output
Author's Description

Ling 3.0 Flash Fin is a finance-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 real-world investment...

Key Specifications
Cost
$$
Context
262K
Parameters
124B (Rumoured)
Released
Aug 27, 2026
Speed
Ability
Reliability
Supported Parameters

This model supports the following parameters:

Temperature Include Reasoning Reasoning Logit Bias Presence Penalty Stop Tool Choice Min P Response Format Top P Frequency Penalty Tools Max Tokens Structured Outputs Seed
Features

This model supports the following features:

Reasoning Tools Response Format Structured Outputs
Performance Summary

Ling 3.0 Flash Fin (free) from InclusionAI, a finance-focused mixture-of-experts model, generally exhibits longer response times, ranking in the 18th percentile for speed. Conversely, it offers cost-effective solutions, placing in the 75th percentile for price. The model's performance across benchmarks reveals a mixed profile. It struggles significantly with hallucination detection, achieving only 34.0% accuracy, indicating a notable weakness in acknowledging uncertainty. Similarly, its General Knowledge and Ethics scores are low, at 46.5% and 47.0% accuracy respectively, suggesting limitations in broad factual recall and ethical reasoning. However, it demonstrates reasonable capability in Email Classification with 95.0% accuracy and performs adequately in Reasoning tasks, scoring 80.0% accuracy. Its primary strengths lie in its affordability and moderate reasoning abilities, while its key weaknesses are its propensity for hallucination and lower performance in general knowledge and ethics.

Model Pricing

Current Pricing

Feature Price (per 1M tokens)
Prompt $0.06
Completion $0.18
Input Cache Read $0.012

Price History

Available Endpoints
Provider Endpoint Name Context Length Pricing (Input) Pricing (Output)
DeepInfra
DeepInfra | inclusionai/ling-3.0-flash-fin-20260827 262K $0.06 / 1M tokens $0.18 / 1M tokens
Benchmark Results
Benchmark Category Reasoning Strategy Free Executions Accuracy Cost Duration
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