# Ling 3.0 Flash Fin vs Raw Phi-4 mini direct logits

> Side-by-side benchmark comparison for Ling 3.0 Flash Fin and Raw Phi-4 mini direct logits across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/ling-3-0-flash-fin-vs-raw-phi-4-mini
- 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 Fin and Raw Phi-4 mini direct logits.

## Summary

- Ling 3.0 Flash Fin and Raw Phi-4 mini direct logits 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 Fin | Raw Phi-4 mini direct logits |
|----------|----------|----------|
| Creator | InclusionAI | Microsoft |
| Type | Proprietary | Open Weight |
| Reasoning | Reasoning | Non-Reasoning |
| Context | 262K | null |
| Independent public score (not head-to-head) | null | null |
| Benchmarks Covered | 3 | 2 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Ling 3.0 Flash Fin public-lane score: Coming soon
- Raw Phi-4 mini direct logits public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash Fin | Raw Phi-4 mini direct logits | Winner |
|-----------|-----------|-----------|--------|
| Finance Agent v2 | 59.8% | Coming soon | Coming soon |
| APEX-Agents | 29.2% | Coming soon | Coming soon |
| SpreadsheetBench 2 | 21.8% | Coming soon | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Ling 3.0 Flash Fin public-lane score: Coming soon
- Raw Phi-4 mini direct logits public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash Fin | Raw Phi-4 mini direct logits | Winner |
|-----------|-----------|-----------|--------|
| JevBench 1.4 | Coming soon | 37.96 | Coming soon |
| JevBench 1.5 | Coming soon | 15.22 | Coming soon |

## FAQ

### Can I compare Ling 3.0 Flash Fin and Raw Phi-4 mini direct logits 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 Fin vs Ling 3.0 Flash VL](/compare/ling-3-0-flash-fin-vs-ling-3-0-flash-vl)
- [Raw Phi-4 mini direct logits vs Ling 3.0 Flash VL](/compare/ling-3-0-flash-vl-vs-raw-phi-4-mini)
- [Ling 3.0 Flash Fin vs Ling 3.0 Flash](/compare/ling-3-0-flash-vs-ling-3-0-flash-fin)
- [Raw Phi-4 mini direct logits vs Ling 3.0 Flash](/compare/ling-3-0-flash-vs-raw-phi-4-mini)

## Explore More

- [Ling 3.0 Flash Fin profile](/models/ling-3-0-flash-fin)
- [Raw Phi-4 mini direct logits profile](/models/raw-phi-4-mini)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)