# Magistral Small vs pplx-embed-v2-late-9b

> Side-by-side benchmark comparison for Magistral Small and pplx-embed-v2-late-9b across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/magistral-small-vs-pplx-embed-v2-late-9b
- Last updated: October 14, 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 Magistral Small and pplx-embed-v2-late-9b.

## Summary

- Magistral Small and pplx-embed-v2-late-9b 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 | Magistral Small | pplx-embed-v2-late-9b |
|----------|----------|----------|
| Creator | Mistral | Perplexity |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Non-Reasoning |
| Context | 128K | 4096 |
| Independent public score (not head-to-head) | null | null |
| Benchmarks Covered | 6 | 0 |
| Pricing (input/output) | N/A | $0.00 / $0.00 |

## Category Breakdown

### Coding

- Winner: Insufficient shared evidence
- Magistral Small public-lane score: Coming soon
- pplx-embed-v2-late-9b public-lane score: Coming soon

| Benchmark | Magistral Small | pplx-embed-v2-late-9b | Winner |
|-----------|-----------|-----------|--------|
| LiveCodeBench v5 | 55.8% | Coming soon | Coming soon |
| LiveCodeBench v6 | 47.4% | Coming soon | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Magistral Small public-lane score: Coming soon
- pplx-embed-v2-late-9b public-lane score: Coming soon

| Benchmark | Magistral Small | pplx-embed-v2-late-9b | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 68.2% | Coming soon | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- Magistral Small public-lane score: Coming soon
- pplx-embed-v2-late-9b public-lane score: Coming soon

| Benchmark | Magistral Small | pplx-embed-v2-late-9b | Winner |
|-----------|-----------|-----------|--------|
| AIME 2024 | 70.7% | Coming soon | Coming soon |
| AIME 2025 | 62.8% | Coming soon | Coming soon |
| MATH-500 | 95.9% | Coming soon | Coming soon |

## FAQ

### Can I compare Magistral Small and pplx-embed-v2-late-9b 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

- [Magistral Small vs Magistral Medium](/compare/magistral-medium-vs-magistral-small)
- [pplx-embed-v2-late-9b vs Magistral Medium](/compare/magistral-medium-vs-pplx-embed-v2-late-9b)
- [Magistral Small vs pplx-embed-v2-late-0.6b](/compare/magistral-small-vs-pplx-embed-v2-late-0-6b)
- [pplx-embed-v2-late-9b vs pplx-embed-v2-late-0.6b](/compare/pplx-embed-v2-late-0-6b-vs-pplx-embed-v2-late-9b)

## Explore More

- [Magistral Small profile](/models/magistral-small)
- [pplx-embed-v2-late-9b profile](/models/pplx-embed-v2-late-9b)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)