# LFM3-1.7B vs MiniMax M2.7

> Side-by-side benchmark comparison for LFM3-1.7B and MiniMax M2.7 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/lfm3-1-7b-vs-minimax-m2-7
- Last updated: October 27, 2026

- Shared sourced benchmarks: 5
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

MiniMax M2.7 leads by point estimate. Conditional score ranges do not establish rank confidence. Choose using the category evidence and your own workload tests.

## Summary

- MiniMax M2.7 has the higher overall point estimate 48.43 to 22.99. Conditional score ranges do not establish rank confidence.
- The clearest category separation is in coding, where the averages are 13 for LFM3-1.7B and 34.9 for MiniMax M2.7.
- The biggest single benchmark swing is SWE Multilingual in Coding, with scores of 23% and 76.5%.
- LFM3-1.7B is the cheaper option on output tokens, which matters if you expect large responses or heavy interactive use.
- LFM3-1.7B also has the larger context window at 256K.

## Model Snapshot

| Property | LFM3-1.7B | MiniMax M2.7 |
|----------|----------|----------|
| Creator | LiquidAI | MiniMax |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Non-Reasoning |
| Context | 256K | 200K |
| Overall Score | 22.99 | 48.43 |
| Benchmarks Covered | 24 | 29 |
| Pricing (input/output) | $0.00 / $0.00 | $0.30 / $1.20 |

## Category Breakdown

### Agentic

- Winner: Directional only
- LFM3-1.7B public-lane score: 14.4 (Estimated · #123/134)
- MiniMax M2.7 public-lane score: 32.9 (Supported · #94/134)

| Benchmark | LFM3-1.7B | MiniMax M2.7 | Winner |
|-----------|-----------|-----------|--------|
| AutomationBench | 41.3% | Coming soon | Coming soon |
| BFCL v4 | 71.4% | Coming soon | Coming soon |
| τ³-bench results | 68.0% | 67.6% | LFM3-1.7B |
| WebArena-Verified | 38.4% | Coming soon | Coming soon |
| MCP Atlas | 32.6% | Coming soon | Coming soon |
| ToolSandbox | 80.36% | Coming soon | Coming soon |
| Claw-Eval | 68.6% | 48.7% | LFM3-1.7B |
| HLE w/ tools | 13.9% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | 12.9% | Coming soon | Coming soon |
| LiveClaw | 45.60% | Coming soon | Coming soon |
| Terminal-Bench 2.0 | Coming soon | 57% | Coming soon |
| Toolathlon | Coming soon | 46.3% | Coming soon |
| MLE-Bench Lite | Coming soon | 66.6% | Coming soon |
| MM-ClawBench | Coming soon | 62.7% | Coming soon |
| Gert Labs | Coming soon | 40.40% | Coming soon |
| Terminal-Bench 2.1 (Vals) | Coming soon | 48.7% | Coming soon |

### Coding

- Winner: Directional only
- LFM3-1.7B public-lane score: 13 (Estimated · #142/155)
- MiniMax M2.7 public-lane score: 34.9 (Supported · #83/155)

| Benchmark | LFM3-1.7B | MiniMax M2.7 | Winner |
|-----------|-----------|-----------|--------|
| SciCode | 28.5% | Coming soon | Coming soon |
| SWE-bench Verified | 43.4% | Coming soon | Coming soon |
| SWE Multilingual | 23% | 76.5% | MiniMax M2.7 |
| Terminal-Bench 2.1 | 12.9% | Coming soon | Coming soon |
| LiveCodeBench v6 | 73.5% | Coming soon | Coming soon |
| LiveCodeBench Pro | 31.7% | Coming soon | Coming soon |
| SWE-bench Verified* | Coming soon | 75.4% | Coming soon |
| SWE-bench Pro | Coming soon | 56.2% | Coming soon |
| SWE-Rebench | Coming soon | 51.9% | Coming soon |
| Multi-SWE Bench | Coming soon | 52.7% | Coming soon |
| VIBE-Pro | Coming soon | 55.6% | Coming soon |
| NL2Repo | Coming soon | 39.8% | Coming soon |
| Terminal-Bench 2.0 | Coming soon | 57.0% | Coming soon |
| Vibe Code Bench | Coming soon | 27.04% | Coming soon |
| React Native Evals | Coming soon | 71.4% | Coming soon |
| LiveCodeBench (Vals) | Coming soon | 79.9% | Coming soon |
| SWE-bench (Vals) | Coming soon | 73.8% | Coming soon |

### Reasoning

- Winner: Not comparable
- LFM3-1.7B public-lane score: 61.3 (Unranked · 1 rankable row)
- MiniMax M2.7 public-lane score: 78.8 (Unranked · 2 rankable rows)

| Benchmark | LFM3-1.7B | MiniMax M2.7 | Winner |
|-----------|-----------|-----------|--------|
| RULER (128K) | 65.56% | Coming soon | Coming soon |

### Knowledge

- Winner: Directional only
- LFM3-1.7B public-lane score: 25.5 (Estimated · #175/189)
- MiniMax M2.7 public-lane score: 46.2 (Supported · #96/189)

| Benchmark | LFM3-1.7B | MiniMax M2.7 | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 63.4% | Coming soon | Coming soon |
| GPQA-D | 63.4% | 87.0% | MiniMax M2.7 |
| HLE | 7.2% | 28% | MiniMax M2.7 |
| MMLU-Pro (Arcee) | Coming soon | 80.8% | Coming soon |
| GPQA Diamond (Vals) | Coming soon | 86.6% | Coming soon |
| MMLU-Pro (Vals) | Coming soon | 80.4% | Coming soon |

### Instruction Following

- Winner: Directional only
- LFM3-1.7B public-lane score: 71.7 (#76/156)
- MiniMax M2.7 public-lane score: 93 (#14/156)

| Benchmark | LFM3-1.7B | MiniMax M2.7 | Winner |
|-----------|-----------|-----------|--------|
| IFEval | 96.7% | Coming soon | Coming soon |
| IFBench | 73.0% | Coming soon | Coming soon |
| Multi-IF | 89.10% | Coming soon | Coming soon |
| IFStruct | 93.72% | Coming soon | Coming soon |

### Mathematics

- Winner: Not comparable
- LFM3-1.7B public-lane score: Coming soon
- MiniMax M2.7 public-lane score: 70.5 (Unranked · 4 rankable rows)

| Benchmark | LFM3-1.7B | MiniMax M2.7 | Winner |
|-----------|-----------|-----------|--------|
| AIME25 (Arcee) | Coming soon | 80.0% | Coming soon |
| AIME26 | Coming soon | 89.8% | Coming soon |
| HMMT Nov 2025 | Coming soon | 81.0% | Coming soon |
| HMMT Feb 2026 | Coming soon | 72.7% | Coming soon |

## FAQ

### Which is better overall, LFM3-1.7B or MiniMax M2.7?

MiniMax M2.7 has the higher overall point estimate. Conditional score ranges do not establish rank confidence.

### Where is the biggest gap between LFM3-1.7B and MiniMax M2.7?

The widest category gap is in coding, where the averages are 13 for LFM3-1.7B and 34.9 for MiniMax M2.7.

### How many benchmarks does LFM3-1.7B cover on BenchLM?

LFM3-1.7B currently has 24 sourced benchmark scores on BenchLM.

### How many benchmarks does MiniMax M2.7 cover on BenchLM?

MiniMax M2.7 currently has 29 sourced benchmark scores on BenchLM.

## Related Comparisons

- [LFM3-1.7B vs LFM3-1.7B-Base](/compare/lfm3-1-7b-vs-lfm3-1-7b-base)
- [MiniMax M2.7 vs LFM3-1.7B-Base](/compare/lfm3-1-7b-base-vs-minimax-m2-7)
- [LFM3-1.7B vs LFM3-Audio-2B](/compare/lfm3-1-7b-vs-lfm3-audio-2b)
- [MiniMax M2.7 vs LFM3-Audio-2B](/compare/lfm3-audio-2b-vs-minimax-m2-7)

## Explore More

- [LFM3-1.7B profile](/models/lfm3-1-7b)
- [MiniMax M2.7 profile](/models/minimax-m2-7)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)