Model comparison
Laguna M.1 vs MiMo-V2.5
Head-to-head evidence from 3 shared benchmark results across 2 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Public leaderboard positions: Laguna M.1 unranked (Not scored); MiMo-V2.5 #69 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. Laguna M.1 and MiMo-V2.5 share 3 comparable benchmark results. 2 of 8 categories are comparable. 2 results are unique to Laguna M.1; 8 to MiMo-V2.5.
Updated July 27, 2026- Shared results
- 3
- Laguna M.1 only
- 2
- MiMo-V2.5 only
- 8
- Comparable categories
- 2 / 8
Treat this as a split decision. Laguna M.1 makes more sense if coding is the priority; MiMo-V2.5 is the better fit if agentic is the priority or you need the larger 1M context window.
Confidence note. This is a partial-evidence comparison with 3 shared benchmark results across 2 evidence categories; 2 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.
Why this result
Laguna M.1 and MiMo-V2.5 finish on the same BenchAlign overall score, so this is less about a single winner and more about where the edge shows up. The BenchAlign headline says tie; the benchmark table is where the real choice happens.
MiMo-V2.5 gives you the larger context window at 1M, compared with 256K for Laguna M.1.
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 | Laguna M.1 | Δ | MiMo-V2.5 |
|---|---|---|---|
| Agentic | Laguna M.145.8 | Margin→ 20.0 | MiMo-V2.565.8 |
| Coding | Laguna M.164.8 | Margin← 8.7 | MiMo-V2.556.1 |
| Multimodal | Laguna M.1Not measured | MarginNo overlap | MiMo-V2.579.0 |
Decisive benchmark drivers
The largest measured benchmark gaps in this matchup, with exact reported values.
More
- Source ↗
Terminal-Bench 2.0
AgenticA 45.8%B 65.8%Winner: MiMo-V2.5Δ 20Terminal-Bench 2.0: Laguna M.1 scored 45.8%; MiMo-V2.5 scored 65.8%. MiMo-V2.5 wins this benchmark. - Source ↗
SWE-bench Pro
CodingA 49.2%B 56.1%Winner: MiMo-V2.5Δ 6.9SWE-bench Pro: Laguna M.1 scored 49.2%; MiMo-V2.5 scored 56.1%. MiMo-V2.5 wins this benchmark.
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | Laguna M.1 | MiMo-V2.5 | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | Laguna M.1Not available | MiMo-V2.5Not available | A complete price comparison is not available. |
| Generation speedtokens per second | Laguna M.1Not available | MiMo-V2.5Not available | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | Laguna M.1Not available | MiMo-V2.5Not available | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | Laguna M.1256K | MiMo-V2.51M | MiMo-V2.5 lists the larger context window. |
Benchmark Deep Dive
AgenticMiMo-V2.5 wins5 benchmarks
CodingLaguna M.1 wins4 benchmarks
Frequently Asked Questions (3)
Which is better, Laguna M.1 or MiMo-V2.5?
Laguna M.1 and MiMo-V2.5 are tied on the BenchAlign overall score, so the right pick depends on which category matters most for your use case.
Which is better for coding, Laguna M.1 or MiMo-V2.5?
Laguna M.1 has the edge for coding in this comparison, averaging 64.8 versus 56.1. Inside this category, Terminal-Bench 2.0 is the benchmark that creates the most daylight between them.
Which is better for agentic tasks, Laguna M.1 or MiMo-V2.5?
MiMo-V2.5 has the edge for agentic tasks in this comparison, averaging 65.8 versus 45.8. Inside this category, Terminal-Bench 2.0 is the benchmark that creates the most daylight between them.
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