# Kimi K2.5 (Reasoning) vs Ling 3.0 Flash Fin

> Side-by-side benchmark comparison for Kimi K2.5 (Reasoning) and Ling 3.0 Flash Fin across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/kimi-k2-5-reasoning-vs-ling-3-0-flash-fin
- Last updated: October 13, 2026

- Shared sourced benchmarks: 0
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

No benchmark verdict yet: there is no shared sourced benchmark row for Kimi K2.5 (Reasoning) and Ling 3.0 Flash Fin.

## Summary

- Kimi K2.5 (Reasoning) and Ling 3.0 Flash Fin do not currently share a sourced benchmark row. The mirror therefore compares metadata, pricing, context windows, and each model's separately reported coverage without naming a benchmark winner.

## Model Snapshot

| Property | Kimi K2.5 (Reasoning) | Ling 3.0 Flash Fin |
|----------|----------|----------|
| Creator | Moonshot AI | InclusionAI |
| Type | Proprietary | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 128K | 262K |
| Independent public score (not head-to-head) | 56.53 | null |
| Benchmarks Covered | 15 | 3 |
| Pricing (input/output) | $0.60 / $3.00 | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Kimi K2.5 (Reasoning) public-lane score: 38.8 (Estimated · #66/123)
- Ling 3.0 Flash Fin public-lane score: Coming soon

| Benchmark | Kimi K2.5 (Reasoning) | Ling 3.0 Flash Fin | 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 |
| Gert Labs | 32.58% | Coming soon | Coming soon |
| Finance Agent v2 | Coming soon | 59.8% | Coming soon |
| APEX-Agents | Coming soon | 29.2% | Coming soon |
| SpreadsheetBench 2 | Coming soon | 21.8% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Kimi K2.5 (Reasoning) public-lane score: Coming soon
- Ling 3.0 Flash Fin public-lane score: Coming soon

| Benchmark | Kimi K2.5 (Reasoning) | Ling 3.0 Flash Fin | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 76.8% | Coming soon | Coming soon |
| LiveCodeBench v6 | 85.0% | Coming soon | Coming soon |
| Terminal-Bench 2.0 | 50.8% | Coming soon | Coming soon |
| Vibe Code Bench | 17.54% | Coming soon | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Kimi K2.5 (Reasoning) public-lane score: 67.1 (Unranked · 1 rankable row)
- Ling 3.0 Flash Fin public-lane score: Coming soon

| Benchmark | Kimi K2.5 (Reasoning) | Ling 3.0 Flash Fin | Winner |
|-----------|-----------|-----------|--------|
| LongBench v2 | 61% | Coming soon | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- Kimi K2.5 (Reasoning) public-lane score: 69 (#33/54)
- Ling 3.0 Flash Fin public-lane score: Coming soon

| Benchmark | Kimi K2.5 (Reasoning) | Ling 3.0 Flash Fin | Winner |
|-----------|-----------|-----------|--------|
| MMMU-Pro | 78.5% | Coming soon | Coming soon |
| CharXiv | 77.5% | Coming soon | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Kimi K2.5 (Reasoning) public-lane score: 49.5 (Estimated · #80/180)
- Ling 3.0 Flash Fin public-lane score: Coming soon

| Benchmark | Kimi K2.5 (Reasoning) | Ling 3.0 Flash Fin | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 87.6% | Coming soon | Coming soon |
| MMLU-Pro | 87.1% | Coming soon | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- Kimi K2.5 (Reasoning) public-lane score: Coming soon
- Ling 3.0 Flash Fin public-lane score: Coming soon

| Benchmark | Kimi K2.5 (Reasoning) | Ling 3.0 Flash Fin | Winner |
|-----------|-----------|-----------|--------|
| AIME 2025 | 96.1% | Coming soon | Coming soon |
| HMMT Feb 2025 | 95.4% | Coming soon | Coming soon |

## FAQ

### Can I compare Kimi K2.5 (Reasoning) and Ling 3.0 Flash Fin on BenchLM yet?

Not fully yet. BenchLM is tracking both models, but sourced benchmark coverage is still incomplete for a fair score-level comparison.

### Why does this page show "coming soon" values?

BenchLM only calls winners when public benchmark coverage is available on both sides of the comparison.

## Related Comparisons

- [Kimi K2.5 (Reasoning) vs Kimi K2.5](/compare/kimi-k2-5-vs-kimi-k2-5-reasoning)
- [Ling 3.0 Flash Fin vs Kimi K2.5](/compare/kimi-k2-5-vs-ling-3-0-flash-fin)
- [Kimi K2.5 (Reasoning) vs Ling 3.0 Flash VL](/compare/kimi-k2-5-reasoning-vs-ling-3-0-flash-vl)
- [Ling 3.0 Flash Fin vs Ling 3.0 Flash VL](/compare/ling-3-0-flash-fin-vs-ling-3-0-flash-vl)

## Explore More

- [Kimi K2.5 (Reasoning) profile](/models/kimi-k2-5-reasoning)
- [Ling 3.0 Flash Fin profile](/models/ling-3-0-flash-fin)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)