# Ling 3.0 Flash VL vs smalljev semantic-v9

> Side-by-side benchmark comparison for Ling 3.0 Flash VL and smalljev semantic-v9 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/ling-3-0-flash-vl-vs-smalljev
- Last updated: October 1, 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 Ling 3.0 Flash VL and smalljev semantic-v9.

## Summary

- Ling 3.0 Flash VL and smalljev semantic-v9 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 | Ling 3.0 Flash VL | smalljev semantic-v9 |
|----------|----------|----------|
| Creator | InclusionAI | Aditya (isHeSatoshi) |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Non-Reasoning |
| Context | 262K | null |
| Independent public score (not head-to-head) | 47.67 | null |
| Benchmarks Covered | 0 | 2 |
| Pricing (input/output) | $0.00 / $0.00 | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Reasoning

- Winner: Insufficient shared evidence
- Ling 3.0 Flash VL public-lane score: 76.1 (Unranked · 2 rankable rows)
- smalljev semantic-v9 public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash VL | smalljev semantic-v9 | Winner |
|-----------|-----------|-----------|--------|
| JevBench 1.4 | Coming soon | 12.31 | Coming soon |
| JevBench 1.5 | Coming soon | 0.07 | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- Ling 3.0 Flash VL public-lane score: 77.5 (Unranked · 1 rankable row)
- smalljev semantic-v9 public-lane score: Coming soon

### Knowledge

- Winner: Insufficient shared evidence
- Ling 3.0 Flash VL public-lane score: 43.7 (Estimated · #87/170)
- smalljev semantic-v9 public-lane score: Coming soon

## FAQ

### Can I compare Ling 3.0 Flash VL and smalljev semantic-v9 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

- [Ling 3.0 Flash VL vs Ling 3.0 Flash](/compare/ling-3-0-flash-vs-ling-3-0-flash-vl)
- [smalljev semantic-v9 vs Ling 3.0 Flash](/compare/ling-3-0-flash-vs-smalljev)
- [Ling 3.0 Flash VL vs Ling 3.0 Flash FP8](/compare/ling-3-0-flash-fp8-vs-ling-3-0-flash-vl)
- [smalljev semantic-v9 vs Ling 3.0 Flash FP8](/compare/ling-3-0-flash-fp8-vs-smalljev)

## Explore More

- [Ling 3.0 Flash VL profile](/models/ling-3-0-flash-vl)
- [smalljev semantic-v9 profile](/models/smalljev)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)