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Ling-1T vs Llama 3.2 90B Vision Instruct (Comparative Analysis)

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Comparative Analysis: Ling-1T vs. Llama 3.2 90B Vision Instruct
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Overview

Llama 3.2 90B Vision Instruct was released 1 year before Ling-1T.
Ling-1TLing-1T
Llama 3.2 90B Vision InstructLlama 3.2 90B Vision Instruct
Model Provider
The organization behind this AI's development
inclusionAI logoinclusionAI
Meta logoMeta
Input Context Window
Maximum input tokens this model can process at once
131.1K
tokens
32.8K
tokens
Output Token Limit
Maximum output tokens this model can generate at once
131.1K
tokens
16.4K
tokens
Release Date
When this model first became publicly available
October 13th, 2025
September 25th, 2024

Capabilities & Features

Compare supported features, modalities, and advanced capabilities
Ling-1T
Llama 3.2 90B Vision Instruct
Input Types
Supported input formats
📝Text
📝Text🖼️Image
Output Types
Supported output formats
📝Text
📝Text
Tokenizer
Text encoding system
OtherLlama3
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 1.6x more expensive compared to Llama 3.2 90B Vision Instruct for input tokens and roughly 5.7x more expensive for output tokens.
Ling-1TLing-1T
Llama 3.2 90B Vision InstructLlama 3.2 90B Vision Instruct
Input Token Cost
Cost per million input tokens
$0.57
per million tokens
$0.35
per million tokens
Output Token Cost
Cost per million outut tokens
$2.28
per million tokens
$0.40
per million tokens

Benchmarks

Compare relevant benchmarks between Ling-1T and Llama 3.2 90B Vision Instruct.
Ling-1TLing-1T
Llama 3.2 90B Vision InstructLlama 3.2 90B Vision 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 Llama 3.2 90B Vision 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.
Meta logoLlama 3.2 90B Vision Instruct by Meta understands both text and images, generates structured data. It can handle standard conversations with its 32.8K token context window. Very affordable at $0.35/M input and $0.40/M output tokens. Released September 25th, 2024.

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