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Model comparison

Claude Haiku 4.5 Thinking 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: Claude Haiku 4.5 Thinking 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. Claude Haiku 4.5 Thinking and LFM2.5-8B-A1B share 0 comparable benchmark results. 0 of 8 categories are comparable. 2 results are unique to Claude Haiku 4.5 Thinking; 17 to LFM2.5-8B-A1B.

Updated July 21, 2026
Shared results
0
Claude Haiku 4.5 Thinking only
2
LFM2.5-8B-A1B only
17
Comparable categories
0 / 8

Benchmark data for Claude Haiku 4.5 Thinking 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.

Claude Haiku 4.5 Thinking has the larger context window at 200K, 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.

MetricClaude Haiku 4.5 ThinkingLFM2.5-8B-A1BComparison
Input / output priceUSD per 1M tokensClaude Haiku 4.5 ThinkingNot availableLFM2.5-8B-A1B$0 input / $0 outputA complete price comparison is not available.
Generation speedtokens per secondClaude Haiku 4.5 ThinkingNot availableLFM2.5-8B-A1BNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenClaude Haiku 4.5 ThinkingNot availableLFM2.5-8B-A1BNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensClaude Haiku 4.5 Thinking200KLFM2.5-8B-A1B128KClaude Haiku 4.5 Thinking lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkClaude Haiku 4.5 ThinkingLFM2.5-8B-A1BResult
BFCL v4Source 49.7%Not comparable
τ²-bench resultsSource 16.1%Not comparable
Coding
BenchmarkClaude Haiku 4.5 ThinkingLFM2.5-8B-A1BResult
Vibe Code BenchSource 11.39%Not comparable
AA-SciCodeSource 7.8%Not comparable
Reasoning
BenchmarkClaude Haiku 4.5 ThinkingLFM2.5-8B-A1BResult
AA-LCRSource 0.0%Not comparable
CritPtSource 0.0%Not comparable
Knowledge
BenchmarkClaude Haiku 4.5 ThinkingLFM2.5-8B-A1BResult
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
BenchmarkClaude Haiku 4.5 ThinkingLFM2.5-8B-A1BResult
MATH-500Source 88.8%Not comparable
AIME 2025Source 42.5%Not comparable
AIME26Source 50.0%Not comparable
Multimodal
BenchmarkClaude Haiku 4.5 ThinkingLFM2.5-8B-A1BResult
Design Arena WebsiteSource 1152Not comparable
Inst. Following
BenchmarkClaude Haiku 4.5 ThinkingLFM2.5-8B-A1BResult
IFEvalSource 91.8%Not comparable
IFBenchSource 56.5%Not comparable
AA-IFBenchSource 55.6%Not comparable
Frequently Asked Questions (3)

Can I compare Claude Haiku 4.5 Thinking 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 Claude Haiku 4.5 Thinking and LFM2.5-8B-A1B today?

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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