# Gemini 3.7 Flash vs pplx-embed-v2-late-9b

> Side-by-side benchmark comparison for Gemini 3.7 Flash and pplx-embed-v2-late-9b across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/gemini-3-7-flash-vs-pplx-embed-v2-late-9b
- Last updated: October 7, 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 Gemini 3.7 Flash and pplx-embed-v2-late-9b.

## Summary

- Gemini 3.7 Flash 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 | Gemini 3.7 Flash | pplx-embed-v2-late-9b |
|----------|----------|----------|
| Creator | Google | Perplexity |
| Type | Proprietary | Open Weight |
| Reasoning | Reasoning | Non-Reasoning |
| Context | 1M | 4096 |
| Independent public score (not head-to-head) | 67.63 | null |
| Benchmarks Covered | 25 | 0 |
| Pricing (input/output) | $0.75 / $3.75 | $0.00 / $0.00 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Gemini 3.7 Flash public-lane score: 58 (Supported · #28/122)
- pplx-embed-v2-late-9b public-lane score: Coming soon

| Benchmark | Gemini 3.7 Flash | pplx-embed-v2-late-9b | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | 85.8% | Coming soon | Coming soon |
| Terminal-Bench 3.0 | 14.9% | Coming soon | Coming soon |
| AutomationBench | 30.4% | Coming soon | Coming soon |
| OSWorld 2.0 | 47.9% | Coming soon | Coming soon |
| Agents' Last Exam | 26.3% | Coming soon | Coming soon |
| Terminal-Bench 2.1 (Vals) | 77.5% | Coming soon | Coming soon |
| ApprenticeBench | 16% | Coming soon | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Gemini 3.7 Flash public-lane score: 59.3 (Supported · #23/146)
- pplx-embed-v2-late-9b public-lane score: Coming soon

| Benchmark | Gemini 3.7 Flash | pplx-embed-v2-late-9b | Winner |
|-----------|-----------|-----------|--------|
| FrontierCode 1.1 Main | 43.6% | Coming soon | Coming soon |
| DeepSWE | 65.3% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | 85.8% | Coming soon | Coming soon |
| FrontierSWE v2 | 20.3% | Coming soon | Coming soon |
| LiveCodeBench (Vals) | 88.7% | Coming soon | Coming soon |
| SWE-bench (Vals) | 80.8% | Coming soon | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Gemini 3.7 Flash public-lane score: 77.9 (Unranked · 5 rankable rows)
- pplx-embed-v2-late-9b public-lane score: Coming soon

| Benchmark | Gemini 3.7 Flash | pplx-embed-v2-late-9b | Winner |
|-----------|-----------|-----------|--------|
| MRCR v2 64K-128K | 97% | Coming soon | Coming soon |
| ARC-AGI-1 | 95.50% | Coming soon | Coming soon |
| ARC-AGI-2 | 84.6% | Coming soon | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- Gemini 3.7 Flash public-lane score: 83.6 (#10/49)
- pplx-embed-v2-late-9b public-lane score: Coming soon

| Benchmark | Gemini 3.7 Flash | pplx-embed-v2-late-9b | Winner |
|-----------|-----------|-----------|--------|
| CharXiv w/o tools | 84.5% | Coming soon | Coming soon |
| CharXiv | 88.7% | Coming soon | Coming soon |
| LVBench | 85.4% | Coming soon | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Gemini 3.7 Flash public-lane score: 70.2 (Supported · #13/174)
- pplx-embed-v2-late-9b public-lane score: Coming soon

| Benchmark | Gemini 3.7 Flash | pplx-embed-v2-late-9b | Winner |
|-----------|-----------|-----------|--------|
| HLE-Verified | 53.6% | Coming soon | Coming soon |
| LABBench2 | 82.1% | Coming soon | Coming soon |
| BioMysteryBench (human-solvable) | 87.1% | Coming soon | Coming soon |
| BioMysteryBench (human-difficult) | 43.5% | Coming soon | Coming soon |
| GPQA Diamond (Vals) | 93.9% | Coming soon | Coming soon |
| MMLU-Pro (Vals) | 90.1% | Coming soon | Coming soon |

## FAQ

### Can I compare Gemini 3.7 Flash 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

- [Gemini 3.7 Flash vs pplx-embed-v2-late-0.6b](/compare/gemini-3-7-flash-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)
- [Gemini 3.7 Flash vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-gemini-3-7-flash)
- [pplx-embed-v2-late-9b vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-pplx-embed-v2-late-9b)

## Explore More

- [Gemini 3.7 Flash profile](/models/gemini-3-7-flash)
- [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)