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Model comparison

GPT-5.4 Pro vs Holo3.1-35B-A3B-FP8

Data verified

Head-to-head evidence from 0 shared benchmark results across 0 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

No sourced benchmark result is currently shared by both models. This page therefore compares only the available metadata, pricing, and runtime rows; it does not name a quality winner.
60.89/100
No comparison
N/A
0 category wins0 category wins

Public leaderboard positions: GPT-5.4 Pro #44 (Estimated); Holo3.1-35B-A3B-FP8 unranked (Not scored). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. GPT-5.4 Pro and Holo3.1-35B-A3B-FP8 share 0 comparable benchmark results. 0 of 8 categories are comparable. 12 results are unique to GPT-5.4 Pro; 0 to Holo3.1-35B-A3B-FP8.

Updated July 21, 2026
Shared results
0
GPT-5.4 Pro only
12
Holo3.1-35B-A3B-FP8 only
0
Comparable categories
0 / 8

Benchmark data for GPT-5.4 Pro and Holo3.1-35B-A3B-FP8 is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 0 shared benchmark results across 0 evidence categories; 0 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

BenchLM does not have sourced benchmark coverage for Holo3.1-35B-A3B-FP8 yet. This comparison is currently limited to metadata such as context window, reasoning mode, and pricing where available.

GPT-5.4 Pro is priced at $30.00 input / $180.00 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for Holo3.1-35B-A3B-FP8. GPT-5.4 Pro has the larger context window at 1.05M, compared with 262K for Holo3.1-35B-A3B-FP8.

Operational comparison

Runtime and commercial metrics are compared only when both models have a complete sourced value.

MetricGPT-5.4 ProHolo3.1-35B-A3B-FP8Comparison
Input / output priceUSD per 1M tokensGPT-5.4 Pro$30 input / $180 outputHolo3.1-35B-A3B-FP8$0 input / $0 outputHolo3.1-35B-A3B-FP8 has the lower combined listed price.
Generation speedtokens per secondGPT-5.4 Pro74 tok/sHolo3.1-35B-A3B-FP8Not availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenGPT-5.4 Pro151.79 sHolo3.1-35B-A3B-FP8Not availableA complete latency comparison is not available.
Context windowmaximum listed tokensGPT-5.4 Pro1.05MHolo3.1-35B-A3B-FP8262KGPT-5.4 Pro lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkGPT-5.4 ProHolo3.1-35B-A3B-FP8Result
BrowseCompSource 89.3%Not comparable
Reasoning
BenchmarkGPT-5.4 ProHolo3.1-35B-A3B-FP8Result
ARC-AGI-2Source 83.3%Not comparable
CritPtSource 30.0%Not comparable
Knowledge
BenchmarkGPT-5.4 ProHolo3.1-35B-A3B-FP8Result
HLESource 58.7%Not comparable
FrontierScienceSource 36.7%Not comparable
FrontierScience ResearchSource 36.7%Not comparable
HLE w/o toolsSource 42.7%Not comparable
Math
BenchmarkGPT-5.4 ProHolo3.1-35B-A3B-FP8Result
IPhO 2025 (Theory)Source 93.5%Not comparable
FrontierMath (legacy)Source 50%Not comparable
FrontierMath v2 (Tiers 1-3)Source 50.000%Not comparable
FrontierMath v2 (Tier 4)Source 37.500%Not comparable
Multimodal
BenchmarkGPT-5.4 ProHolo3.1-35B-A3B-FP8Result
MMMU-ProSource 94%Not comparable
Frequently Asked Questions (3)

Can I compare GPT-5.4 Pro and Holo3.1-35B-A3B-FP8 on BenchLM yet?

Not fully yet. BenchLM is tracking both models, but the sourced benchmark breakdown for this comparison is still coming soon.

Why does this comparison show “coming soon”?

BenchLM only shows category winners and benchmark-level calls when we have sourced results that can be compared fairly. For these models, the public benchmark coverage is not complete enough yet.

What data is available for GPT-5.4 Pro and Holo3.1-35B-A3B-FP8 today?

GPT-5.4 Pro: $30.00 input / $180.00 output per 1M tokens Holo3.1-35B-A3B-FP8: $0.00 input / $0.00 output per 1M tokens Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.

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Last updated: July 21, 2026

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