# Ling 3.0 Flash FP8 vs Trinity-Large-Thinking

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

- Canonical page: https://benchlm.ai/compare/ling-3-0-flash-fp8-vs-trinity-large-thinking
- Last updated: September 18, 2026

- Shared sourced benchmarks: 1
- HTML indexing: indexable
- Ranking lane: BenchAlign v5

## Quick Verdict

Evidence is too thin for a benchmark verdict: Ling 3.0 Flash FP8 and Trinity-Large-Thinking share only 1 sourced benchmark row.

## Summary

- Only 1 shared sourced benchmark row is available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.
- Ling 3.0 Flash FP8 has the lower published output-token price.
- Trinity-Large-Thinking has the larger published context window at 512K.

## Model Snapshot

| Property | Ling 3.0 Flash FP8 | Trinity-Large-Thinking |
|----------|----------|----------|
| Creator | InclusionAI | Arcee AI |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 262K | 512K |
| Independent public score (not head-to-head) | null | 43.27 |
| Benchmarks Covered | 4 | 5 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | $0.25 / $0.90 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Ling 3.0 Flash FP8 public-lane score: Coming soon
- Trinity-Large-Thinking public-lane score: 38 (Estimated · #127/154)

| Benchmark | Ling 3.0 Flash FP8 | Trinity-Large-Thinking | Winner |
|-----------|-----------|-----------|--------|
| Gert Labs | Coming soon | 32.55% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Ling 3.0 Flash FP8 public-lane score: Coming soon
- Trinity-Large-Thinking public-lane score: 27.3 (Supported · #148/154)

| Benchmark | Ling 3.0 Flash FP8 | Trinity-Large-Thinking | Winner |
|-----------|-----------|-----------|--------|
| SciCode | 40.4% | Coming soon | Coming soon |
| SWE-bench Verified* | Coming soon | 63.2% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Ling 3.0 Flash FP8 public-lane score: Coming soon
- Trinity-Large-Thinking public-lane score: 47.1 (Unranked · 2 rankable rows)

### Knowledge

- Winner: Insufficient shared evidence
- Ling 3.0 Flash FP8 public-lane score: Coming soon
- Trinity-Large-Thinking public-lane score: 42 (Estimated · #126/184)

| Benchmark | Ling 3.0 Flash FP8 | Trinity-Large-Thinking | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 84% | Coming soon | Coming soon |
| GPQA-D | 84.0% | 76.3% | Ling 3.0 Flash FP8 |
| MMLU-Pro (Arcee) | Coming soon | 83.4% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- Ling 3.0 Flash FP8 public-lane score: 69.7 (#65/124)
- Trinity-Large-Thinking public-lane score: 66.3 (#68/124)

| Benchmark | Ling 3.0 Flash FP8 | Trinity-Large-Thinking | Winner |
|-----------|-----------|-----------|--------|
| IFBench | 73.4% | Coming soon | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- Ling 3.0 Flash FP8 public-lane score: Coming soon
- Trinity-Large-Thinking public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash FP8 | Trinity-Large-Thinking | Winner |
|-----------|-----------|-----------|--------|
| AIME25 (Arcee) | Coming soon | 96.3% | Coming soon |

## FAQ

### Is there enough evidence to pick between Ling 3.0 Flash FP8 and Trinity-Large-Thinking?

Not yet. The models share only 1 sourced benchmark row, so this mirror reports the available measurements and metadata without naming a broad winner.

### What can I compare safely on this page?

Published pricing, context windows, model type, and individual shared benchmark rows are directly comparable. Independent overall scores and non-overlapping benchmark coverage are labeled separately and should not be read as a controlled head-to-head result.

## Related Comparisons

- [Ling 3.0 Flash FP8 vs Ling 3.0 Flash](/compare/ling-3-0-flash-vs-ling-3-0-flash-fp8)
- [Trinity-Large-Thinking vs Ling 3.0 Flash](/compare/ling-3-0-flash-vs-trinity-large-thinking)
- [Ling 3.0 Flash FP8 vs Ling 3.0 Flash VL](/compare/ling-3-0-flash-fp8-vs-ling-3-0-flash-vl)
- [Trinity-Large-Thinking vs Ling 3.0 Flash VL](/compare/ling-3-0-flash-vl-vs-trinity-large-thinking)

## Explore More

- [Ling 3.0 Flash FP8 profile](/models/ling-3-0-flash-fp8)
- [Trinity-Large-Thinking profile](/models/trinity-large-thinking)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)