# Kimi K2.5 vs LFM3-VL-2B

> Side-by-side benchmark comparison for Kimi K2.5 and LFM3-VL-2B across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/kimi-k2-5-vs-lfm3-vl-2b
- Last updated: October 27, 2026

- Shared sourced benchmarks: 14
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Pick Kimi K2.5 if you want the stronger benchmark profile. LFM3-VL-2B only makes more sense when its price, context window, or workload-specific category wins matter more than the overall score.

## Summary

- Kimi K2.5 leads overall 53.28 to 39.
- The clearest category separation is in multimodal & grounded, where the averages are 70.6 for Kimi K2.5 and 19.6 for LFM3-VL-2B.
- The biggest single benchmark swing is VideoMMMU in Multimodal & Grounded, with scores of 86.6% and 49.6%.
- LFM3-VL-2B is the cheaper option on output tokens, which matters if you expect large responses or heavy interactive use.
- Kimi K2.5 also has the larger context window at 256K.

## Model Snapshot

| Property | Kimi K2.5 | LFM3-VL-2B |
|----------|----------|----------|
| Creator | Moonshot AI | LiquidAI |
| Type | Open Weight | Open Weight |
| Reasoning | Non-Reasoning | Reasoning |
| Context | 256K | 128K |
| Overall Score | 53.28 | null |
| Benchmarks Covered | 68 | 20 |
| Pricing (input/output) | $0.60 / $3.00 | $0.00 / $0.00 |

## Category Breakdown

### Agentic

- Winner: Not comparable
- Kimi K2.5 public-lane score: 41.4 (Estimated · #69/134)
- LFM3-VL-2B public-lane score: Coming soon

| Benchmark | Kimi K2.5 | LFM3-VL-2B | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 50.8% | Coming soon | Coming soon |
| BrowseComp | 60.6% | Coming soon | Coming soon |
| OSWorld-Verified | 63.3% | Coming soon | Coming soon |
| Claw-Eval | 52.3% | Coming soon | Coming soon |
| QwenClawBench | 54.3% | Coming soon | Coming soon |
| τ³-bench results | 65.7% | Coming soon | Coming soon |
| DeepSearchQA | 77.1% | Coming soon | Coming soon |
| DeepPlanning | 14.4% | Coming soon | Coming soon |
| Toolathlon | 27.8% | Coming soon | Coming soon |
| MCP Atlas | 29.5% | Coming soon | Coming soon |
| MCP-Tasks | 59.1% | Coming soon | Coming soon |
| WideResearch | 72.7% | Coming soon | Coming soon |
| BFCL v4 | 68.3% | Coming soon | Coming soon |
| Gert Labs | 45.88% | Coming soon | Coming soon |
| ResearchClawBench | 14.0% | Coming soon | Coming soon |
| JobBench | 8.7% | Coming soon | Coming soon |

### Coding

- Winner: Not comparable
- Kimi K2.5 public-lane score: 38.9 (Estimated · #71/155)
- LFM3-VL-2B public-lane score: Coming soon

| Benchmark | Kimi K2.5 | LFM3-VL-2B | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 76.8% | Coming soon | Coming soon |
| SWE-bench Verified* | 70.8% | Coming soon | Coming soon |
| LiveCodeBench v6 | 85.0% | Coming soon | Coming soon |
| SWE-bench Pro | 50.7% | Coming soon | Coming soon |
| SWE Multilingual | 73% | Coming soon | Coming soon |
| SWE-Rebench | 58.5% | Coming soon | Coming soon |
| React Native Evals | 77.2% | Coming soon | Coming soon |
| NL2Repo | 32% | Coming soon | Coming soon |
| SciCode | 48.7% | Coming soon | Coming soon |
| Terminal-Bench 2.0 | 50.8% | Coming soon | Coming soon |

### Reasoning

- Winner: Not comparable
- Kimi K2.5 public-lane score: 71.3 (Unranked · 3 rankable rows)
- LFM3-VL-2B public-lane score: Coming soon

| Benchmark | Kimi K2.5 | LFM3-VL-2B | Winner |
|-----------|-----------|-----------|--------|
| LongBench v2 | 61% | Coming soon | Coming soon |

### Multimodal & Grounded

- Winner: Not comparable
- Kimi K2.5 public-lane score: 70.6 (#36/58)
- LFM3-VL-2B public-lane score: 19.6 (Unranked · 19 rankable rows)

| Benchmark | Kimi K2.5 | LFM3-VL-2B | Winner |
|-----------|-----------|-----------|--------|
| MMMU | 84.3% | 55.7% | Kimi K2.5 |
| MMMU-Pro | 78.5% | 45.7% | Kimi K2.5 |
| RealWorldQA | 81.0% | 79.3% | Kimi K2.5 |
| OmniDocBench 1.5 | 88.8% | Coming soon | Coming soon |
| Video-MME | 87.4% | Coming soon | Coming soon |
| Video-MME (with subtitle) | 87.4% | 69.0% | Kimi K2.5 |
| Video-MME (w/o subtitle) | 83.2% | 62.8% | Kimi K2.5 |
| MathVision | 84.2% | 51.6% | Kimi K2.5 |
| We-Math | 84.7% | 68.6% | Kimi K2.5 |
| DynaMath | 84.4% | 79.2% | Kimi K2.5 |
| SimpleVQA | 71.2% | 36.3% | Kimi K2.5 |
| MMLongBench-Doc | 58.5% | Coming soon | Coming soon |
| CC-OCR | 79.7% | Coming soon | Coming soon |
| AI2D_TEST | 90.8% | Coming soon | Coming soon |
| CountBench | 94.1% | 93.0% | Kimi K2.5 |
| RefCOCO (avg) | 87.8% | 90.5% | LFM3-VL-2B |
| MMVU | 80.4% | 52.9% | Kimi K2.5 |
| VideoMMMU | 86.6% | 49.6% | Kimi K2.5 |
| MLVU (M-Avg) | 85.0% | 71.3% | Kimi K2.5 |
| CharXiv | 77.5% | Coming soon | Coming soon |
| OCRBench V2 | Coming soon | 63.5% | Coming soon |
| V* | Coming soon | 86.4% | Coming soon |
| CharXiv w/o tools | Coming soon | 70.2% | Coming soon |
| ERQA | Coming soon | 48.2% | Coming soon |
| ScreenSpot Pro | Coming soon | 55.5% | Coming soon |
| LVBench | Coming soon | 41.2% | Coming soon |

### Knowledge

- Winner: Not comparable
- Kimi K2.5 public-lane score: 51.3 (Estimated · #79/189)
- LFM3-VL-2B public-lane score: Coming soon

| Benchmark | Kimi K2.5 | LFM3-VL-2B | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 87.6% | Coming soon | Coming soon |
| GPQA-D | 87.6% | Coming soon | Coming soon |
| SuperGPQA | 69.2% | Coming soon | Coming soon |
| MMLU-Pro | 87.1% | Coming soon | Coming soon |
| MMLU-Pro (Arcee) | 87.1% | Coming soon | Coming soon |
| MMLU-Redux | 94.5% | Coming soon | Coming soon |
| C-Eval | 94% | Coming soon | Coming soon |
| HLE | 30.1% | Coming soon | Coming soon |

### Multilingual

- Winner: Not comparable
- Kimi K2.5 public-lane score: 87.3 (#8/17)
- LFM3-VL-2B public-lane score: Coming soon

| Benchmark | Kimi K2.5 | LFM3-VL-2B | Winner |
|-----------|-----------|-----------|--------|
| MMLU-ProX | 82.3% | Coming soon | Coming soon |
| NOVA-63 | 56.0% | Coming soon | Coming soon |
| INCLUDE | 83.3% | Coming soon | Coming soon |
| PolyMath | 43.1% | Coming soon | Coming soon |
| MAXIFE | 72.8% | Coming soon | Coming soon |

### Instruction Following

- Winner: Not comparable
- Kimi K2.5 public-lane score: 85.8 (#51/156)
- LFM3-VL-2B public-lane score: Coming soon

| Benchmark | Kimi K2.5 | LFM3-VL-2B | Winner |
|-----------|-----------|-----------|--------|
| IFEval | 93.9% | Coming soon | Coming soon |

### Mathematics

- Winner: Not comparable
- Kimi K2.5 public-lane score: 83.3 (Unranked · 7 rankable rows)
- LFM3-VL-2B public-lane score: Coming soon

| Benchmark | Kimi K2.5 | LFM3-VL-2B | Winner |
|-----------|-----------|-----------|--------|
| AIME 2025 | 96.1% | Coming soon | Coming soon |
| AIME26 | 95.8% | Coming soon | Coming soon |
| AIME25 (Arcee) | 96.3% | Coming soon | Coming soon |
| HMMT Feb 2025 | 95.4% | Coming soon | Coming soon |
| HMMT Nov 2025 | 91.1% | Coming soon | Coming soon |
| HMMT Feb 2026 | 87.1% | Coming soon | Coming soon |
| MMAnswerBench | 81.8% | Coming soon | Coming soon |

## FAQ

### Which is better overall, Kimi K2.5 or LFM3-VL-2B?

Kimi K2.5 is ahead overall on BenchLM right now.

### Where is the biggest gap between Kimi K2.5 and LFM3-VL-2B?

The widest category gap is in multimodal & grounded, where the averages are 70.6 for Kimi K2.5 and 19.6 for LFM3-VL-2B.

### How many benchmarks does Kimi K2.5 cover on BenchLM?

Kimi K2.5 currently has 68 sourced benchmark scores on BenchLM.

### How many benchmarks does LFM3-VL-2B cover on BenchLM?

LFM3-VL-2B currently has 20 sourced benchmark scores on BenchLM.

## Related Comparisons

- [Kimi K2.5 vs Kimi K2.5 (Reasoning)](/compare/kimi-k2-5-vs-kimi-k2-5-reasoning)
- [LFM3-VL-2B vs Kimi K2.5 (Reasoning)](/compare/kimi-k2-5-reasoning-vs-lfm3-vl-2b)
- [Kimi K2.5 vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-kimi-k2-5)
- [LFM3-VL-2B vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-lfm3-vl-2b)

## Explore More

- [Kimi K2.5 profile](/models/kimi-k2-5)
- [LFM3-VL-2B profile](/models/lfm3-vl-2b)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)