Skip to main content

Model comparison

GLM-4.6 vs LFM2.5-8B-A1B

Data verified

Head-to-head evidence from 12 shared benchmark results across 5 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

55.02/100
Margin
13.8pts
← winning
41.25/100
0 category wins1 category wins

BenchAlign evidence: GLM-4.6 supported; LFM2.5-8B-A1B estimated. Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. GLM-4.6 and LFM2.5-8B-A1B share 12 comparable benchmark results. 1 of 8 categories are comparable. 3 results are unique to GLM-4.6; 6 to LFM2.5-8B-A1B.

Updated July 16, 2026
Shared results
12
GLM-4.6 only
3
LFM2.5-8B-A1B only
6
Comparable categories
1 / 8

Pick GLM-4.6 if you want the stronger benchmark profile. LFM2.5-8B-A1B only becomes the better choice if mathematics is the priority.

Confidence note. This is a partial-evidence comparison with 12 shared benchmark results across 5 evidence categories; 1 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

GLM-4.6 is clearly ahead on the provisional aggregate, 45 to 37. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

GLM-4.6 gives you the larger context window at 200K, compared with 128K for LFM2.5-8B-A1B.

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 GLM-4.6 and LFM2.5-8B-A1B
CategoryGLM-4.6ΔLFM2.5-8B-A1B
MathGLM-4.63.4Margin 46.6LFM2.5-8B-A1B50.0
Inst. FollowingGLM-4.6Not measuredMarginNo overlapLFM2.5-8B-A1B68.8

Operational comparison

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

MetricGLM-4.6LFM2.5-8B-A1BComparison
Input / output priceUSD per 1M tokensGLM-4.6Not availableLFM2.5-8B-A1B$0 input / $0 outputA complete price comparison is not available.
Generation speedtokens per secondGLM-4.6Not availableLFM2.5-8B-A1BNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenGLM-4.6Not availableLFM2.5-8B-A1BNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensGLM-4.6200KLFM2.5-8B-A1B128KGLM-4.6 lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkGLM-4.6LFM2.5-8B-A1BResult
τ²-bench resultsSource 76.9%16.1%GLM-4.6 leads
BFCL v4Source 49.7%Not comparable
Coding
BenchmarkGLM-4.6LFM2.5-8B-A1BResult
Vibe Code BenchSource 3.09%Not comparable
Terminal-Bench HardSource 28.8%4.5%GLM-4.6 leads
AA-SciCodeSource 33.1%7.8%GLM-4.6 leads
Reasoning
BenchmarkGLM-4.6LFM2.5-8B-A1BResult
AA-LCRSource 26.3%0.0%GLM-4.6 leads
CritPtSource 0.0%0.0%Tie
Knowledge
BenchmarkGLM-4.6LFM2.5-8B-A1BResult
Artificial Analysis Intelligence IndexSource 23.0%8.3%GLM-4.6 leads
AA-GPQA DiamondSource 63.2%51.3%GLM-4.6 leads
AA-HLESource 5.2%6.9%LFM2.5-8B-A1B leads
AA-Omniscience IndexSource -31.6%-33.3%GLM-4.6 leads
AA-Omniscience AccuracySource 20.8%9.4%GLM-4.6 leads
AA-Omniscience Hallucination RateSource 66.1%47.0%LFM2.5-8B-A1B leads
MathLFM2.5-8B-A1B wins
BenchmarkGLM-4.6LFM2.5-8B-A1BResult
FrontierMath v2 (Tiers 1-3)Source 3.819%Not comparable
FrontierMath v2 (Tier 4)Source 2.128%Not comparable
MATH-500Source 88.8%Not comparable
AIME 2025Source 42.5%Not comparable
AIME26Source 50.0%Not comparable
Inst. Following
BenchmarkGLM-4.6LFM2.5-8B-A1BResult
AA-IFBenchSource 36.7%55.6%LFM2.5-8B-A1B leads
IFEvalSource 91.8%Not comparable
IFBenchSource 56.5%Not comparable
Frequently Asked Questions (2)

Which is better, GLM-4.6 or LFM2.5-8B-A1B?

GLM-4.6 is ahead on BenchLM's provisional leaderboard, 45 to 37.

Which is better for math, GLM-4.6 or LFM2.5-8B-A1B?

LFM2.5-8B-A1B has the edge for math in this comparison, averaging 50 versus 3.4. GLM-4.6 stays close enough that the answer can still flip depending on your workload.

Related Comparisons

Last updated: July 16, 2026

The AI models change fast. We track them for you.

A weekly brief for engineers and researchers covering new models, ranking shifts, and pricing changes.

Free. No spam. Unsubscribe anytime.