# decider-2b vs Raw Qwen3 8B direct logits

> Side-by-side benchmark comparison for decider-2b and Raw Qwen3 8B direct logits across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/decider-2b-vs-raw-qwen3-8b
- Last updated: October 1, 2026

- Shared sourced benchmarks: 2
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Evidence is too thin for a benchmark verdict: decider-2b and Raw Qwen3 8B direct logits share only 2 sourced benchmark rows.

## Summary

- Only 2 shared sourced benchmark rows are available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.

## Model Snapshot

| Property | decider-2b | Raw Qwen3 8B direct logits |
|----------|----------|----------|
| Creator | Mapika | Alibaba |
| Type | Open Weight | Open Weight |
| Reasoning | Non-Reasoning | Non-Reasoning |
| Context | null | null |
| Independent public score (not head-to-head) | null | null |
| Benchmarks Covered | 2 | 2 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Reasoning

- Winner: Insufficient shared evidence
- decider-2b public-lane score: Coming soon
- Raw Qwen3 8B direct logits public-lane score: Coming soon

| Benchmark | decider-2b | Raw Qwen3 8B direct logits | Winner |
|-----------|-----------|-----------|--------|
| JevBench 1.4 | 30.74 | 23.68 | decider-2b |
| JevBench 1.5 | 45.10 | 45.22 | Raw Qwen3 8B direct logits |

## FAQ

### Is there enough evidence to pick between decider-2b and Raw Qwen3 8B direct logits?

Not yet. The models share only 2 sourced benchmark rows, so this mirror reports the available measurements and metadata without naming a broad winner.

### What can I compare safely on this page?

Published pricing, context windows, model type, and individual shared benchmark rows are directly comparable. Independent overall scores and non-overlapping benchmark coverage are labeled separately and should not be read as a controlled head-to-head result.

## Related Comparisons

- [decider-2b vs GPT-6 Astra](/compare/decider-2b-vs-gpt-6-astra)
- [Raw Qwen3 8B direct logits vs GPT-6 Astra](/compare/gpt-6-astra-vs-raw-qwen3-8b)
- [decider-2b vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-decider-2b)
- [Raw Qwen3 8B direct logits vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-raw-qwen3-8b)

## Explore More

- [decider-2b profile](/models/decider-2b)
- [Raw Qwen3 8B direct logits profile](/models/raw-qwen3-8b)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)
