# Interfaze Beta vs Ling 3.0 Flash FP8

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

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

- Shared sourced benchmarks: 2
- HTML indexing: indexable
- Ranking lane: BenchAlign v5

## Quick Verdict

Evidence is too thin for a benchmark verdict: Interfaze Beta and Ling 3.0 Flash FP8 share only 2 sourced benchmark rows.

## Summary

- Only 2 shared sourced benchmark rows are 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.
- Interfaze Beta has the larger published context window at 1M.

## Model Snapshot

| Property | Interfaze Beta | Ling 3.0 Flash FP8 |
|----------|----------|----------|
| Creator | Interfaze | InclusionAI |
| Type | Proprietary | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 1M | 262K |
| Independent public score (not head-to-head) | null | null |
| Benchmarks Covered | 9 | 4 |
| Pricing (input/output) | $1.50 / $3.50 | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Coding

- Winner: Insufficient shared evidence
- Interfaze Beta public-lane score: Coming soon
- Ling 3.0 Flash FP8 public-lane score: Coming soon

| Benchmark | Interfaze Beta | Ling 3.0 Flash FP8 | Winner |
|-----------|-----------|-----------|--------|
| Spider 2.0-Lite | 52.9% | Coming soon | Coming soon |
| SciCode | Coming soon | 40.4% | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- Interfaze Beta public-lane score: 27.6 (Unranked · 5 rankable rows)
- Ling 3.0 Flash FP8 public-lane score: Coming soon

| Benchmark | Interfaze Beta | Ling 3.0 Flash FP8 | Winner |
|-----------|-----------|-----------|--------|
| OCRBench V2 | 70.7% | Coming soon | Coming soon |
| olmOCR | 85.7% | Coming soon | Coming soon |
| RefCOCO (avg) | 82.1% | Coming soon | Coming soon |
| MMMU-Pro | 71.1% | Coming soon | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Interfaze Beta public-lane score: 49 (Estimated · #89/184)
- Ling 3.0 Flash FP8 public-lane score: Coming soon

| Benchmark | Interfaze Beta | Ling 3.0 Flash FP8 | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 89.9% | 84% | Interfaze Beta |
| GPQA-D | 89.9% | 84.0% | Interfaze Beta |
| MMMLU | 90.9% | Coming soon | Coming soon |

### Instruction Following

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

| Benchmark | Interfaze Beta | Ling 3.0 Flash FP8 | Winner |
|-----------|-----------|-----------|--------|
| SOB Value Acc | 79.5% | Coming soon | Coming soon |
| IFBench | Coming soon | 73.4% | Coming soon |

## FAQ

### Is there enough evidence to pick between Interfaze Beta and Ling 3.0 Flash FP8?

Not yet. The models share only 2 sourced benchmark rows, 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

- [Interfaze Beta vs Ling 3.0 Flash](/compare/interfaze-beta-vs-ling-3-0-flash)
- [Ling 3.0 Flash FP8 vs Ling 3.0 Flash](/compare/ling-3-0-flash-vs-ling-3-0-flash-fp8)
- [Interfaze Beta vs Ling 3.0 Flash VL](/compare/interfaze-beta-vs-ling-3-0-flash-vl)
- [Ling 3.0 Flash FP8 vs Ling 3.0 Flash VL](/compare/ling-3-0-flash-fp8-vs-ling-3-0-flash-vl)

## Explore More

- [Interfaze Beta profile](/models/interfaze-beta)
- [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)