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GPT-5.4 vs UI-TARS 7B

How do these models stack up? Below is an expert side-by-side comparison of specifications, context window capacity, live pricing per million tokens, and standardized benchmark scores for GPT-5.4 and UI-TARS 7B.

OpenAI

GPT-5.4

GPT-5.4 is OpenAI’s latest frontier model, unifying the Codex and GPT lines into a single system. It features a 1M+ token context window (922K input, 128K output) with support for...

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ByteDance

UI-TARS 7B

UI-TARS-1.5 is a multimodal vision-language agent optimized for GUI-based environments, including desktop interfaces, web browsers, mobile systems, and games. Built by ByteDance, it builds upon the UI-TARS framework with reinforcement...

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Technical Specifications

SpecificationGPT-5.4UI-TARS 7B
ProviderOpenAIByteDance
Context Window1,050,000 tokens128,000 tokens
Agent SuitabilityN/AN/A
Time to First Token (TTFT)N/AN/A
Deployment Modelmanaged apimanaged api
Production Stabilitybetastable
API AvailableYesYes
Released Date2026-03-052025-07-22

API Pricing Comparison

Input Price per Million Tokens

GPT-5.4

$2.50

UI-TARS 7B

$0.10

Output Price per Million Tokens

GPT-5.4

$15.00

UI-TARS 7B

$0.20

Want to test both models live?

Run side-by-side prompt prompts in our dynamic Sandbox. Check execution speeds, latency metrics, and compute actual costs in real-time.

Benchmark Performance Metrics

Scores show the raw performance percentages verified across key evaluation suites. Higher bars indicate superior accuracy and capability in that domain.

MMLUGeneral knowledge & multi-task understanding
N/Avs7350.0%
GPT-5.4
UI-TARS 7B
HumanEvalPython coding & logic synthesis
N/Avs8020.0%
GPT-5.4
UI-TARS 7B
MATHComplex mathematical problem solving
N/Avs4050.0%
GPT-5.4
UI-TARS 7B
GPQAGraduate-level expert reasoning
N/Avs3000.0%
GPT-5.4
UI-TARS 7B
HellaSwagCommonsense reasoning and inference
N/Avs7800.0%
GPT-5.4
UI-TARS 7B
MT-BenchMulti-turn conversation flow quality
N/Avs805.0%
GPT-5.4
UI-TARS 7B

GPT-5.4 Quirks & Gotchas

No developer gotchas reported.

UI-TARS 7B Quirks & Gotchas

No developer gotchas reported.