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Model comparison

DeepSeek V4 Flash Base vs LFM2.5-8B-A1B

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.
No comparison
41.42/100
0 category wins0 category wins

Public leaderboard positions: DeepSeek V4 Flash Base unranked (Not scored); LFM2.5-8B-A1B #166 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. DeepSeek V4 Flash Base and LFM2.5-8B-A1B share 0 comparable benchmark results. 0 of 8 categories are comparable. 24 results are unique to DeepSeek V4 Flash Base; 17 to LFM2.5-8B-A1B.

Updated July 21, 2026
Shared results
0
DeepSeek V4 Flash Base only
24
LFM2.5-8B-A1B only
17
Comparable categories
0 / 8

Benchmark data for DeepSeek V4 Flash Base and LFM2.5-8B-A1B 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 has partial data for these models, but not enough overlapping benchmark coverage to produce a fair score-level comparison yet.

DeepSeek V4 Flash Base has the larger context window at 1M, compared with 128K for LFM2.5-8B-A1B.

Operational comparison

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

MetricDeepSeek V4 Flash BaseLFM2.5-8B-A1BComparison
Input / output priceUSD per 1M tokensDeepSeek V4 Flash BaseNot availableLFM2.5-8B-A1B$0 input / $0 outputA complete price comparison is not available.
Generation speedtokens per secondDeepSeek V4 Flash BaseNot availableLFM2.5-8B-A1BNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenDeepSeek V4 Flash BaseNot availableLFM2.5-8B-A1BNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensDeepSeek V4 Flash Base1MLFM2.5-8B-A1B128KDeepSeek V4 Flash Base lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkDeepSeek V4 Flash BaseLFM2.5-8B-A1BResult
BFCL v4Source 49.7%Not comparable
τ²-bench resultsSource 16.1%Not comparable
Coding
BenchmarkDeepSeek V4 Flash BaseLFM2.5-8B-A1BResult
BigCodeBenchSource 56.8%Not comparable
HumanEvalSource 69.5%Not comparable
AA-SciCodeSource 7.8%Not comparable
Reasoning
BenchmarkDeepSeek V4 Flash BaseLFM2.5-8B-A1BResult
BBHSource 86.9%Not comparable
DROPSource 88.6%Not comparable
HellaSwagSource 85.7%Not comparable
WinoGrandeSource 79.5%Not comparable
CLUEWSCSource 82.2%Not comparable
LongBench v2Source 44.7%Not comparable
AA-LCRSource 0.0%Not comparable
CritPtSource 0.0%Not comparable
Knowledge
BenchmarkDeepSeek V4 Flash BaseLFM2.5-8B-A1BResult
AGIEvalSource 82.6%Not comparable
MMLUSource 88.7%Not comparable
MMLU-ReduxSource 89.4%Not comparable
MMLU-ProSource 68.3%Not comparable
MMMLUSource 88.8%Not comparable
C-EvalSource 92.1%Not comparable
CMMLUSource 90.4%Not comparable
MultiLoKoSource 42.2%Not comparable
SimpleQASource 30.1%Not comparable
SuperGPQASource 46.5%Not comparable
FACTS ParametricSource 33.9%Not comparable
TriviaQASource 82.8%Not comparable
AA-GPQA DiamondSource 51.3%Not comparable
AA-HLESource 6.9%Not comparable
AA-Omniscience IndexSource -33.3%Not comparable
AA-Omniscience AccuracySource 9.4%Not comparable
AA-Omniscience Hallucination RateSource 47.0%Not comparable
Artificial Analysis Intelligence IndexSource 8.3%Not comparable
Math
BenchmarkDeepSeek V4 Flash BaseLFM2.5-8B-A1BResult
GSM8KSource 90.8%Not comparable
MATHSource 57.4%Not comparable
CMathSource 93.6%Not comparable
MATH-500Source 88.8%Not comparable
AIME 2025Source 42.5%Not comparable
AIME26Source 50.0%Not comparable
Multilingual
BenchmarkDeepSeek V4 Flash BaseLFM2.5-8B-A1BResult
MGSMSource 85.7%Not comparable
Inst. Following
BenchmarkDeepSeek V4 Flash BaseLFM2.5-8B-A1BResult
IFEvalSource 91.8%Not comparable
IFBenchSource 56.5%Not comparable
AA-IFBenchSource 55.6%Not comparable
Frequently Asked Questions (3)

Can I compare DeepSeek V4 Flash Base and LFM2.5-8B-A1B 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 DeepSeek V4 Flash Base and LFM2.5-8B-A1B today?

DeepSeek V4 Flash Base: Pricing unavailable LFM2.5-8B-A1B: $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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