Model comparison
Gemini 3.5 Flash-Lite vs LFM2.5-8B-A1B
Head-to-head evidence from 9 shared benchmark results across 3 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Public leaderboard positions: Gemini 3.5 Flash-Lite 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. Gemini 3.5 Flash-Lite and LFM2.5-8B-A1B share 9 comparable benchmark results. 0 of 8 categories are comparable. 12 results are unique to Gemini 3.5 Flash-Lite; 8 to LFM2.5-8B-A1B.
Updated July 21, 2026- Shared results
- 9
- Gemini 3.5 Flash-Lite only
- 12
- LFM2.5-8B-A1B only
- 8
- Comparable categories
- 0 / 8
Benchmark data for Gemini 3.5 Flash-Lite and LFM2.5-8B-A1B is coming soon on BenchLM.
Confidence note. This is a partial-evidence comparison with 9 shared benchmark results across 3 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 is priced at $0.30 input / $2.50 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for LFM2.5-8B-A1B. Gemini 3.5 Flash-Lite has the larger context window at 1M, 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 | Gemini 3.5 Flash-Lite | Δ | LFM2.5-8B-A1B |
|---|---|---|---|
| Agentic | Gemini 3.5 Flash-Lite63.4 | MarginNo overlap | LFM2.5-8B-A1BNot measured |
| Coding | Gemini 3.5 Flash-Lite54.2 | MarginNo overlap | LFM2.5-8B-A1BNot measured |
| Reasoning | Gemini 3.5 Flash-Lite72.2 | MarginNo overlap | LFM2.5-8B-A1BNot measured |
| Math | Gemini 3.5 Flash-LiteNot measured | MarginNo overlap | LFM2.5-8B-A1B50.0 |
| Inst. Following | Gemini 3.5 Flash-LiteNot measured | MarginNo overlap | LFM2.5-8B-A1B68.8 |
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | Gemini 3.5 Flash-Lite | LFM2.5-8B-A1B | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | Gemini 3.5 Flash-Lite$0.3 input / $2.5 output | LFM2.5-8B-A1B$0 input / $0 output | LFM2.5-8B-A1B has the lower combined listed price. |
| Generation speedtokens per second | Gemini 3.5 Flash-LiteNot available | LFM2.5-8B-A1BNot available | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | Gemini 3.5 Flash-LiteNot available | LFM2.5-8B-A1BNot available | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | Gemini 3.5 Flash-Lite1M | LFM2.5-8B-A1B128K | Gemini 3.5 Flash-Lite lists the larger context window. |
Benchmark Deep Dive
Agentic9 benchmarks
| Benchmark | Gemini 3.5 Flash-Lite | LFM2.5-8B-A1B | Result |
|---|---|---|---|
| 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 |
| BFCL v4Source | — | 49.7% | Not comparable |
| τ²-bench resultsSource | — | 16.1% | Not comparable |
Coding4 benchmarks
Reasoning3 benchmarks
Knowledge6 benchmarks
| Benchmark | Gemini 3.5 Flash-Lite | LFM2.5-8B-A1B | Result |
|---|---|---|---|
| Artificial Analysis Intelligence IndexSource | 36.5% | 8.3% | Gemini 3.5 Flash-Lite leads |
| AA-GPQA DiamondSource | 83.8% | 51.3% | Gemini 3.5 Flash-Lite leads |
| AA-HLESource | 17.5% | 6.9% | Gemini 3.5 Flash-Lite leads |
| AA-Omniscience IndexSource | 6.9% | -33.3% | Gemini 3.5 Flash-Lite leads |
| AA-Omniscience AccuracySource | 30.3% | 9.4% | Gemini 3.5 Flash-Lite leads |
| AA-Omniscience Hallucination RateSource | 33.5% | 47.0% | Gemini 3.5 Flash-Lite leads |
Math3 benchmarks
Multimodal1 benchmarks
| Benchmark | Gemini 3.5 Flash-Lite | LFM2.5-8B-A1B | Result |
|---|---|---|---|
| AA-MMMU-ProSource | 79.0% | — | Not comparable |
Frequently Asked Questions (3)
Can I compare Gemini 3.5 Flash-Lite 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 Gemini 3.5 Flash-Lite and LFM2.5-8B-A1B today?
Gemini 3.5 Flash-Lite: $0.30 input / $2.50 output per 1M tokens 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.
Related Comparisons
Explore More
Choose a model with this week’s evidence
Join 2,000+ readers for ranking moves, pricing changes, and the claims that still need proof.
One email each week. Unsubscribe anytime.