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GLM 5.2 vs Llama 3.2 3B Instruct (Comparative Analysis)

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Comparative Analysis: GLM 5.2 vs. Llama 3.2 3B Instruct
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Overview

Llama 3.2 3B Instruct was released 1 year before GLM 5.2.
GLM 5.2GLM 5.2
Llama 3.2 3B InstructLlama 3.2 3B Instruct
Model Provider
The organization behind this AI's development
Z.AI logoZ.AI
Meta logoMeta
Input Context Window
Maximum input tokens this model can process at once
1M
tokens
131.1K
tokens
Output Token Limit
Maximum output tokens this model can generate at once
131.1K
tokens
131.1K
tokens
Release Date
When this model first became publicly available
June 16th, 2026
September 25th, 2024
Knowledge Cutoff
Latest training-data date reported by the provider
Not reported
December 31, 2023

Capabilities & Features

Compare supported features, modalities, and advanced capabilities
GLM 5.2
Llama 3.2 3B Instruct
Input Types
Supported input formats
📝Text
📝Text
Reasoning Controls
Defaults and configurable reasoning effort
Enabled by defaultEffort: Extra High, HighDefault: High
Not reported
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

GLM 5.2 is roughly 7.6x more expensive compared to Llama 3.2 3B Instruct for input tokens and roughly 3.6x more expensive for output tokens.
GLM 5.2GLM 5.2
Llama 3.2 3B InstructLlama 3.2 3B Instruct
Input Token Cost
Cost per million input tokens
$0.38
per million tokens
$0.05
per million tokens
Output Token Cost
Cost per million output tokens
$1.19
per million tokens
$0.33
per million tokens
Cache Read Cost
Cost to reuse cached input tokens
$0.07
per million tokens
Not specified

Benchmarks

Compare relevant benchmarks between GLM 5.2 and Llama 3.2 3B Instruct.
GLM 5.2GLM 5.2
Llama 3.2 3B InstructLlama 3.2 3B Instruct
Intelligence Index
Overall model quality across independent evaluations
52.6
(Artificial Analysis index; higher is better)
Benchmark not available.
Coding Index
Programming performance across independent evaluations
68.8
(Artificial Analysis index; higher is better)
Benchmark not available.
Agentic Index
Ability to complete multi-step agentic tasks
45.7
(Artificial Analysis index; higher is better)
Benchmark not available.
Best Design Arena Score
Highest human-preference Elo score across design arenas
1,362 Elo
(#4 in 3D (59.7% win rate))
Benchmark not available.

At a Glance

Quick overview of what makes GLM 5.2 and Llama 3.2 3B Instruct unique.
Z.AI logoGLM 5.2 by Z.AI can use external tools and APIs, offers advanced reasoning, generates structured data. It can handle standard conversations with its 1M token context window. Very affordable at $0.38/M input and $1.19/M output tokens. Released June 16th, 2026.
Meta logoLlama 3.2 3B Instruct by Meta generates structured data. It can handle standard conversations with its 131.1K token context window. Very affordable at $0.05/M input and $0.33/M output tokens. Released September 25th, 2024.

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