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Model comparison

Gemini 3.5 Flash-Lite vs LFM2.5-VL-1.6B-Extract

Data verified

Head-to-head evidence from 10 shared benchmark results across 4 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

N/A
No comparison
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0 category wins0 category wins

Evidence parity. Gemini 3.5 Flash-Lite and LFM2.5-VL-1.6B-Extract share 10 comparable benchmark results. 0 of 8 categories are comparable. 11 results are unique to Gemini 3.5 Flash-Lite; 5 to LFM2.5-VL-1.6B-Extract.

Updated July 21, 2026
Shared results
10
Gemini 3.5 Flash-Lite only
11
LFM2.5-VL-1.6B-Extract only
5
Comparable categories
0 / 8

Benchmark data for Gemini 3.5 Flash-Lite and LFM2.5-VL-1.6B-Extract is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 10 shared benchmark results across 4 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 has partial data for these models, but not enough overlapping benchmark coverage to produce a fair score-level comparison yet.

Gemini 3.5 Flash-Lite has the larger context window at 1M, compared with 128K for LFM2.5-VL-1.6B-Extract.

Category breakdown

Exact category averages are shown below. Not measured means BenchLM does not have enough sourced public coverage for that model and category.

Category scores and score margins for Gemini 3.5 Flash-Lite and LFM2.5-VL-1.6B-Extract
CategoryGemini 3.5 Flash-LiteΔLFM2.5-VL-1.6B-Extract
AgenticGemini 3.5 Flash-Lite63.4MarginNo overlapLFM2.5-VL-1.6B-ExtractNot measured
CodingGemini 3.5 Flash-Lite54.2MarginNo overlapLFM2.5-VL-1.6B-ExtractNot measured
ReasoningGemini 3.5 Flash-Lite72.2MarginNo overlapLFM2.5-VL-1.6B-ExtractNot measured

Operational comparison

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

MetricGemini 3.5 Flash-LiteLFM2.5-VL-1.6B-ExtractComparison
Input / output priceUSD per 1M tokensGemini 3.5 Flash-Lite$0.3 input / $2.5 outputLFM2.5-VL-1.6B-ExtractNot availableA complete price comparison is not available.
Generation speedtokens per secondGemini 3.5 Flash-LiteNot availableLFM2.5-VL-1.6B-ExtractNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenGemini 3.5 Flash-LiteNot availableLFM2.5-VL-1.6B-ExtractNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensGemini 3.5 Flash-Lite1MLFM2.5-VL-1.6B-Extract128KGemini 3.5 Flash-Lite lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkGemini 3.5 Flash-LiteLFM2.5-VL-1.6B-ExtractResult
Terminal-Bench 2.0Source 54%—Not comparable
OSWorld-VerifiedSource 74%—Not comparable
GDPval-AASource 1140—Not comparable
AA Agentic IndexSource 26.8%—Not comparable
GDPval-AASource 32.0%—Not comparable
AA BriefcaseSource 634—Not comparable
AA Tau3 BankingSource 16.5%—Not comparable
τ²-bench resultsSource —8.5%Not comparable
Coding
BenchmarkGemini 3.5 Flash-LiteLFM2.5-VL-1.6B-ExtractResult
Terminal-Bench 2.0Source 54.0%—Not comparable
SWE-bench ProSource 54.2%—Not comparable
AA Coding IndexSource 49.3%—Not comparable
AA-SciCodeSource 40.9%3.0%Gemini 3.5 Flash-Lite leads
Reasoning
BenchmarkGemini 3.5 Flash-LiteLFM2.5-VL-1.6B-ExtractResult
MRCRv2Source 72.2%—Not comparable
AA-LCRSource 62.0%0.0%Gemini 3.5 Flash-Lite leads
CritPtSource 0.0%0.0%Tie
Knowledge
BenchmarkGemini 3.5 Flash-LiteLFM2.5-VL-1.6B-ExtractResult
Artificial Analysis Intelligence IndexSource 36.5%1.0%Gemini 3.5 Flash-Lite leads
AA-GPQA DiamondSource 83.8%28.9%Gemini 3.5 Flash-Lite leads
AA-HLESource 17.5%5.1%Gemini 3.5 Flash-Lite leads
AA-Omniscience IndexSource 6.9%-83.9%Gemini 3.5 Flash-Lite leads
AA-Omniscience AccuracySource 30.3%5.2%Gemini 3.5 Flash-Lite leads
AA-Omniscience Hallucination RateSource 33.5%94.0%Gemini 3.5 Flash-Lite leads
Multimodal
BenchmarkGemini 3.5 Flash-LiteLFM2.5-VL-1.6B-ExtractResult
AA-MMMU-ProSource 79.0%26.5%Gemini 3.5 Flash-Lite leads
Liquid Extract JSON ValiditySource —99.6%Not comparable
Liquid Extract F1Source —99.6%Not comparable
Liquid Extract VLM JudgeSource —90.6%Not comparable
Inst. Following
BenchmarkGemini 3.5 Flash-LiteLFM2.5-VL-1.6B-ExtractResult
AA-IFBenchSource —33.1%Not comparable
Frequently Asked Questions (3)

Can I compare Gemini 3.5 Flash-Lite and LFM2.5-VL-1.6B-Extract 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 Gemini 3.5 Flash-Lite and LFM2.5-VL-1.6B-Extract today?

Gemini 3.5 Flash-Lite: $0.30 input / $2.50 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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