# Raw Qwen3 8B direct logits vs Ultravox v0.5 Llama 3.1 8B

> Side-by-side benchmark comparison for Raw Qwen3 8B direct logits and Ultravox v0.5 Llama 3.1 8B across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/raw-qwen3-8b-vs-ultravox-v0-5-llama-3-1-8b
- 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 Raw Qwen3 8B direct logits and Ultravox v0.5 Llama 3.1 8B.

## Summary

- Raw Qwen3 8B direct logits and Ultravox v0.5 Llama 3.1 8B 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 | Raw Qwen3 8B direct logits | Ultravox v0.5 Llama 3.1 8B |
|----------|----------|----------|
| Creator | Alibaba | Fixie AI |
| Type | Open Weight | Open Weight |
| Reasoning | Non-Reasoning | Non-Reasoning |
| Context | null | N/A |
| Independent public score (not head-to-head) | null | null |
| Benchmarks Covered | 2 | 0 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Reasoning

- Winner: Insufficient shared evidence
- Raw Qwen3 8B direct logits public-lane score: Coming soon
- Ultravox v0.5 Llama 3.1 8B public-lane score: Coming soon

| Benchmark | Raw Qwen3 8B direct logits | Ultravox v0.5 Llama 3.1 8B | Winner |
|-----------|-----------|-----------|--------|
| JevBench 1.4 | 23.68 | Coming soon | Coming soon |
| JevBench 1.5 | 45.22 | Coming soon | Coming soon |

## FAQ

### Can I compare Raw Qwen3 8B direct logits and Ultravox v0.5 Llama 3.1 8B 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

- [Raw Qwen3 8B direct logits vs GPT-6 Astra](/compare/gpt-6-astra-vs-raw-qwen3-8b)
- [Ultravox v0.5 Llama 3.1 8B vs GPT-6 Astra](/compare/gpt-6-astra-vs-ultravox-v0-5-llama-3-1-8b)
- [Raw Qwen3 8B direct logits vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-raw-qwen3-8b)
- [Ultravox v0.5 Llama 3.1 8B vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-ultravox-v0-5-llama-3-1-8b)

## Explore More

- [Raw Qwen3 8B direct logits profile](/models/raw-qwen3-8b)
- [Ultravox v0.5 Llama 3.1 8B profile](/models/ultravox-v0-5-llama-3-1-8b)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)