# BERT base / Fine-tuned on case law and contract corpora Chalkidis et al. (2020) (ContractNLI) vs Sakana Fugu

> Side-by-side benchmark comparison for BERT base / Fine-tuned on case law and contract corpora Chalkidis et al. (2020) (ContractNLI) and Sakana Fugu across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/native-contractnli-bert-base-fine-tuned-on-case-law-and-contract-corpora-chalkidis-et-al-2020-vs-sakana-fugu
- 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 / Fine-tuned on case law and contract corpora Chalkidis et al. (2020) (ContractNLI) and Sakana Fugu.

## Summary

- BERT base / Fine-tuned on case law and contract corpora Chalkidis et al. (2020) (ContractNLI) and Sakana Fugu 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 / Fine-tuned on case law and contract corpora Chalkidis et al. (2020) (ContractNLI) | Sakana Fugu |
|----------|----------|----------|
| Creator | Koreeda and Manning | Sakana AI |
| Type | Research system | Proprietary |
| Reasoning | Unspecified | Reasoning |
| Context | null | 1M |
| Independent public score (not head-to-head) | null | null |
| Benchmarks Covered | 0 | 11 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- BERT base / Fine-tuned on case law and contract corpora Chalkidis et al. (2020) (ContractNLI) public-lane score: Coming soon
- Sakana Fugu public-lane score: Coming soon

| Benchmark | BERT base / Fine-tuned on case law and contract corpora Chalkidis et al. (2020) (ContractNLI) | Sakana Fugu | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | Coming soon | 80.2% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- BERT base / Fine-tuned on case law and contract corpora Chalkidis et al. (2020) (ContractNLI) public-lane score: Coming soon
- Sakana Fugu public-lane score: Coming soon

| Benchmark | BERT base / Fine-tuned on case law and contract corpora Chalkidis et al. (2020) (ContractNLI) | Sakana Fugu | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Pro | Coming soon | 59% | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 80.2% | Coming soon |
| LiveCodeBench v6 | Coming soon | 92.9% | Coming soon |
| LiveCodeBench Pro | Coming soon | 87.8% | Coming soon |
| SciCode | Coming soon | 60.1% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- BERT base / Fine-tuned on case law and contract corpora Chalkidis et al. (2020) (ContractNLI) public-lane score: Coming soon
- Sakana Fugu public-lane score: 70.7 (Unranked · 1 rankable row)

| Benchmark | BERT base / Fine-tuned on case law and contract corpora Chalkidis et al. (2020) (ContractNLI) | Sakana Fugu | Winner |
|-----------|-----------|-----------|--------|
| MRCRv2 | Coming soon | 86.6% | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- BERT base / Fine-tuned on case law and contract corpora Chalkidis et al. (2020) (ContractNLI) public-lane score: Coming soon
- Sakana Fugu public-lane score: 69.6 (Unranked · 1 rankable row)

| Benchmark | BERT base / Fine-tuned on case law and contract corpora Chalkidis et al. (2020) (ContractNLI) | Sakana Fugu | Winner |
|-----------|-----------|-----------|--------|
| CharXiv | Coming soon | 85.1% | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- BERT base / Fine-tuned on case law and contract corpora Chalkidis et al. (2020) (ContractNLI) public-lane score: Coming soon
- Sakana Fugu public-lane score: Coming soon

| Benchmark | BERT base / Fine-tuned on case law and contract corpora Chalkidis et al. (2020) (ContractNLI) | Sakana Fugu | Winner |
|-----------|-----------|-----------|--------|
| GPQA | Coming soon | 95.5% | Coming soon |
| GPQA-D | Coming soon | 95.5% | Coming soon |
| HLE w/o tools | Coming soon | 47.2% | Coming soon |

## FAQ

### Can I compare BERT base / Fine-tuned on case law and contract corpora Chalkidis et al. (2020) (ContractNLI) and Sakana Fugu 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 / Fine-tuned on case law and contract corpora Chalkidis et al. (2020) (ContractNLI) vs Sakana Fugu-Ultra](/compare/native-contractnli-bert-base-fine-tuned-on-case-law-and-contract-corpora-chalkidis-et-al-2020-vs-sakana-fugu-ultra)
- [Sakana Fugu vs Sakana Fugu-Ultra](/compare/sakana-fugu-vs-sakana-fugu-ultra)
- [BERT base / Fine-tuned on case law and contract corpora Chalkidis et al. (2020) (ContractNLI) vs Fugu Cyber](/compare/native-contractnli-bert-base-fine-tuned-on-case-law-and-contract-corpora-chalkidis-et-al-2020-vs-sakana-fugu-cyber)
- [Sakana Fugu vs Fugu Cyber](/compare/sakana-fugu-vs-sakana-fugu-cyber)

## Explore More

- [BERT base / Fine-tuned on case law and contract corpora Chalkidis et al. (2020) (ContractNLI) profile](/models/native-contractnli-bert-base-fine-tuned-on-case-law-and-contract-corpora-chalkidis-et-al-2020)
- [Sakana Fugu profile](/models/sakana-fugu)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)