# Ministral 3 8B (Reasoning) vs Span TF-IDF+Cosine (ContractNLI)

> Side-by-side benchmark comparison for Ministral 3 8B (Reasoning) and Span TF-IDF+Cosine (ContractNLI) across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/ministral-3-8b-reasoning-vs-native-contractnli-span-tf-idf-cosine
- 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 Ministral 3 8B (Reasoning) and Span TF-IDF+Cosine (ContractNLI).

## Summary

- Ministral 3 8B (Reasoning) and Span TF-IDF+Cosine (ContractNLI) 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 | Ministral 3 8B (Reasoning) | Span TF-IDF+Cosine (ContractNLI) |
|----------|----------|----------|
| Creator | Mistral | Koreeda and Manning |
| Type | Open Weight | Research system |
| Reasoning | Reasoning | Unspecified |
| Context | 128K | null |
| Independent public score (not head-to-head) | null | null |
| Benchmarks Covered | 0 | 0 |
| Pricing (input/output) | $0.15 / $0.15 | Pricing unavailable / Pricing unavailable |

## Category Breakdown

## FAQ

### Can I compare Ministral 3 8B (Reasoning) and Span TF-IDF+Cosine (ContractNLI) 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

- [Ministral 3 8B (Reasoning) vs Ministral 3 8B](/compare/ministral-3-8b-vs-ministral-3-8b-reasoning)
- [Span TF-IDF+Cosine (ContractNLI) vs Ministral 3 8B](/compare/ministral-3-8b-vs-native-contractnli-span-tf-idf-cosine)
- [Ministral 3 8B (Reasoning) vs GPT-6 Astra](/compare/gpt-6-astra-vs-ministral-3-8b-reasoning)
- [Span TF-IDF+Cosine (ContractNLI) vs GPT-6 Astra](/compare/gpt-6-astra-vs-native-contractnli-span-tf-idf-cosine)

## Explore More

- [Ministral 3 8B (Reasoning) profile](/models/ministral-3-8b-reasoning)
- [Span TF-IDF+Cosine (ContractNLI) profile](/models/native-contractnli-span-tf-idf-cosine)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)