# BERT base / Pretrained from scratch using a case law corpus Zheng et al. (2021) (ContractNLI) vs Qwen2.5 Coder 32B Instruct

> Side-by-side benchmark comparison for BERT base / Pretrained from scratch using a case law corpus Zheng et al. (2021) (ContractNLI) and Qwen2.5 Coder 32B Instruct across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/native-contractnli-bert-base-pretrained-from-scratch-using-a-case-law-corpus-zheng-et-al-2021-vs-qwen2-5-coder-32b-instruct
- 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 BERT base / Pretrained from scratch using a case law corpus Zheng et al. (2021) (ContractNLI) and Qwen2.5 Coder 32B Instruct.

## Summary

- BERT base / Pretrained from scratch using a case law corpus Zheng et al. (2021) (ContractNLI) and Qwen2.5 Coder 32B Instruct 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 | BERT base / Pretrained from scratch using a case law corpus Zheng et al. (2021) (ContractNLI) | Qwen2.5 Coder 32B Instruct |
|----------|----------|----------|
| Creator | Koreeda and Manning | Alibaba |
| Type | Research system | Open Weight |
| Reasoning | Unspecified | Non-Reasoning |
| Context | null | 128K |
| Independent public score (not head-to-head) | null | 27.09 |
| Benchmarks Covered | 0 | 0 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | $0.00 / $0.00 |

## Category Breakdown

### Knowledge

- Winner: Insufficient shared evidence
- BERT base / Pretrained from scratch using a case law corpus Zheng et al. (2021) (ContractNLI) public-lane score: Coming soon
- Qwen2.5 Coder 32B Instruct public-lane score: 24.1 (Estimated · #159/170)

## FAQ

### Can I compare BERT base / Pretrained from scratch using a case law corpus Zheng et al. (2021) (ContractNLI) and Qwen2.5 Coder 32B Instruct 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

- [BERT base / Pretrained from scratch using a case law corpus Zheng et al. (2021) (ContractNLI) vs GPT-6 Astra](/compare/gpt-6-astra-vs-native-contractnli-bert-base-pretrained-from-scratch-using-a-case-law-corpus-zheng-et-al-2021)
- [Qwen2.5 Coder 32B Instruct vs GPT-6 Astra](/compare/gpt-6-astra-vs-qwen2-5-coder-32b-instruct)
- [BERT base / Pretrained from scratch using a case law corpus Zheng et al. (2021) (ContractNLI) vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-native-contractnli-bert-base-pretrained-from-scratch-using-a-case-law-corpus-zheng-et-al-2021)
- [Qwen2.5 Coder 32B Instruct vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-qwen2-5-coder-32b-instruct)

## Explore More

- [BERT base / Pretrained from scratch using a case law corpus Zheng et al. (2021) (ContractNLI) profile](/models/native-contractnli-bert-base-pretrained-from-scratch-using-a-case-law-corpus-zheng-et-al-2021)
- [Qwen2.5 Coder 32B Instruct profile](/models/qwen2-5-coder-32b-instruct)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)