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Ling-1T vs Qwen3 VL 235B A22B Instruct (Comparative Analysis)

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Comparative Analysis: Ling-1T vs. Qwen3 VL 235B A22B Instruct
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Overview

Qwen3 VL 235B A22B Instruct was released 20 days before Ling-1T.
Ling-1TLing-1T
Qwen3 VL 235B A22B InstructQwen3 VL 235B A22B Instruct
Model Provider
The organization behind this AI's development
inclusionAI logoinclusionAI
Qwen logoQwen
Input Context Window
Maximum input tokens this model can process at once
131.1K
tokens
262.1K
tokens
Output Token Limit
Maximum output tokens this model can generate at once
131.1K
tokens
32.8K
tokens
Release Date
When this model first became publicly available
October 13th, 2025
September 23rd, 2025

Capabilities & Features

Compare supported features, modalities, and advanced capabilities
Ling-1T
Qwen3 VL 235B A22B Instruct
Input Types
Supported input formats
📝Text
📝Text🖼️Image
Output Types
Supported output formats
📝Text
📝Text
Tokenizer
Text encoding system
OtherQwen3
Key Features
Advanced capabilities
Function CallingStructured OutputReasoning ModeContent Moderation
Function CallingStructured OutputReasoning ModeContent Moderation
Open Source
Model availability
Available on HuggingFace →Available on HuggingFace →

Pricing

Ling-1T is roughly 2.6x more expensive compared to Qwen3 VL 235B A22B Instruct for input tokens and roughly 2.6x more expensive for output tokens.
Ling-1TLing-1T
Qwen3 VL 235B A22B InstructQwen3 VL 235B A22B Instruct
Input Token Cost
Cost per million input tokens
$0.57
per million tokens
$0.22
per million tokens
Output Token Cost
Cost per million outut tokens
$2.28
per million tokens
$0.88
per million tokens

Benchmarks

Compare relevant benchmarks between Ling-1T and Qwen3 VL 235B A22B Instruct.
Ling-1TLing-1T
Qwen3 VL 235B A22B InstructQwen3 VL 235B A22B Instruct
MMLU
Measures knowledge across 57 subjects like law, math, history, and science
Benchmark not available.
Benchmark not available.
MMMU
Measures understanding of combined text and images across various domains
Benchmark not available.
Benchmark not available.
HellaSwag
Measures common sense reasoning by having models complete sentences about everyday situations
Benchmark not available.
Benchmark not available.

At a Glance

Quick overview of what makes Ling-1T and Qwen3 VL 235B A22B Instruct unique.
inclusionAI logoLing-1T by inclusionAI can use external tools and APIs, generates structured data. It can handle standard conversations with its 131.1K token context window. Reasonably priced at $0.57/M input and $2.28/M output tokens. Released October 13th, 2025.
Qwen logoQwen3 VL 235B A22B Instruct by Qwen understands both text and images, can use external tools and APIs, generates structured data. It can handle standard conversations with its 262.1K token context window. Very affordable at $0.22/M input and $0.88/M output tokens. Released September 23rd, 2025.

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