# Composer 2.5 vs Ling 3.0 Flash FP8

> Side-by-side benchmark comparison for Composer 2.5 and Ling 3.0 Flash FP8 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/composer-2-5-vs-ling-3-0-flash-fp8
- Last updated: September 18, 2026

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

## Quick Verdict

No benchmark verdict yet: there is no shared sourced benchmark row for Composer 2.5 and Ling 3.0 Flash FP8.

## Summary

- Composer 2.5 and Ling 3.0 Flash FP8 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 | Composer 2.5 | Ling 3.0 Flash FP8 |
|----------|----------|----------|
| Creator | Cursor | InclusionAI |
| Type | Proprietary | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 200K | 262K |
| Independent public score (not head-to-head) | null | null |
| Benchmarks Covered | 6 | 4 |
| Pricing (input/output) | $0.50 / $2.50 | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Composer 2.5 public-lane score: 50.1 (Estimated · #57/154)
- Ling 3.0 Flash FP8 public-lane score: Coming soon

| Benchmark | Composer 2.5 | Ling 3.0 Flash FP8 | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 69.3% | Coming soon | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Composer 2.5 public-lane score: 50.9 (Supported · #55/154)
- Ling 3.0 Flash FP8 public-lane score: Coming soon

| Benchmark | Composer 2.5 | Ling 3.0 Flash FP8 | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 69.3% | Coming soon | Coming soon |
| SWE Multilingual | 79.8% | Coming soon | Coming soon |
| cursorBench31 | 63.2% | Coming soon | Coming soon |
| cursorBench32 | 56.1% | Coming soon | Coming soon |
| cursorBench40 | 27.7% | Coming soon | Coming soon |
| SciCode | Coming soon | 40.4% | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Composer 2.5 public-lane score: Coming soon
- Ling 3.0 Flash FP8 public-lane score: Coming soon

| Benchmark | Composer 2.5 | Ling 3.0 Flash FP8 | Winner |
|-----------|-----------|-----------|--------|
| GPQA | Coming soon | 84% | Coming soon |
| GPQA-D | Coming soon | 84.0% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- Composer 2.5 public-lane score: Coming soon
- Ling 3.0 Flash FP8 public-lane score: 69.7 (#65/124)

| Benchmark | Composer 2.5 | Ling 3.0 Flash FP8 | Winner |
|-----------|-----------|-----------|--------|
| IFBench | Coming soon | 73.4% | Coming soon |

## FAQ

### Can I compare Composer 2.5 and Ling 3.0 Flash FP8 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

- [Composer 2.5 vs Composer 2](/compare/composer-2-vs-composer-2-5)
- [Ling 3.0 Flash FP8 vs Composer 2](/compare/composer-2-vs-ling-3-0-flash-fp8)
- [Composer 2.5 vs Composer 2 Fast](/compare/composer-2-5-vs-composer-2-fast)
- [Ling 3.0 Flash FP8 vs Composer 2 Fast](/compare/composer-2-fast-vs-ling-3-0-flash-fp8)

## Explore More

- [Composer 2.5 profile](/models/composer-2-5)
- [Ling 3.0 Flash FP8 profile](/models/ling-3-0-flash-fp8)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)