# system-one-open (Gemma 4 E2B LoRA on an L4) vs Ornith-1.5-397B

> Side-by-side benchmark comparison for system-one-open (Gemma 4 E2B LoRA on an L4) and Ornith-1.5-397B across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/jevbench-system-one-open-vs-ornith-1-5-397b
- Last updated: September 30, 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 system-one-open (Gemma 4 E2B LoRA on an L4) and Ornith-1.5-397B.

## Summary

- system-one-open (Gemma 4 E2B LoRA on an L4) and Ornith-1.5-397B 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 | system-one-open (Gemma 4 E2B LoRA on an L4) | Ornith-1.5-397B |
|----------|----------|----------|
| Creator | mithalouni | Ornith AI |
| Type | Open Weight | Open Weight |
| Reasoning | Non-Reasoning | Reasoning |
| Context | null | 262K |
| Independent public score (not head-to-head) | null | 62.7 |
| Benchmarks Covered | 2 | 18 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | $0.00 / $0.00 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- system-one-open (Gemma 4 E2B LoRA on an L4) public-lane score: Coming soon
- Ornith-1.5-397B public-lane score: 56.8 (Estimated · #29/119)

| Benchmark | system-one-open (Gemma 4 E2B LoRA on an L4) | Ornith-1.5-397B | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | Coming soon | 86.1% | Coming soon |
| HLE w/ tools | Coming soon | 56.1% | Coming soon |
| MCP Atlas | Coming soon | 80% | Coming soon |
| Toolathlon-Verified | Coming soon | 71.2% | Coming soon |
| WideResearch | Coming soon | 80.8% | Coming soon |
| BrowseComp | Coming soon | 86.6% | Coming soon |
| Claw-Eval | Coming soon | 81.4% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- system-one-open (Gemma 4 E2B LoRA on an L4) public-lane score: Coming soon
- Ornith-1.5-397B public-lane score: 54.8 (Estimated · #34/144)

| Benchmark | system-one-open (Gemma 4 E2B LoRA on an L4) | Ornith-1.5-397B | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | Coming soon | 86.1% | Coming soon |
| SWE-bench Verified | Coming soon | 86% | Coming soon |
| SWE-bench Pro | Coming soon | 65.1% | Coming soon |
| SWE Multilingual | Coming soon | 79.6% | Coming soon |
| DeepSWE | Coming soon | 56.0% | Coming soon |
| frontierBench | Coming soon | 13.5% | Coming soon |
| NL2Repo | Coming soon | 59.5% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- system-one-open (Gemma 4 E2B LoRA on an L4) public-lane score: Coming soon
- Ornith-1.5-397B public-lane score: Coming soon

| Benchmark | system-one-open (Gemma 4 E2B LoRA on an L4) | Ornith-1.5-397B | Winner |
|-----------|-----------|-----------|--------|
| JevBench 1.4 | 45.11 | Coming soon | Coming soon |
| JevBench 1.5 | 42.44 | Coming soon | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- system-one-open (Gemma 4 E2B LoRA on an L4) public-lane score: Coming soon
- Ornith-1.5-397B public-lane score: 63.3 (Estimated · #36/170)

| Benchmark | system-one-open (Gemma 4 E2B LoRA on an L4) | Ornith-1.5-397B | Winner |
|-----------|-----------|-----------|--------|
| GPQA | Coming soon | 92.8% | Coming soon |
| GPQA-D | Coming soon | 92.8% | Coming soon |
| HLE | Coming soon | 44.6% | Coming soon |
| HLE w/o tools | Coming soon | 44.6% | Coming soon |

## FAQ

### Can I compare system-one-open (Gemma 4 E2B LoRA on an L4) and Ornith-1.5-397B 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

- [system-one-open (Gemma 4 E2B LoRA on an L4) vs Ornith-1.5-35B-A3B](/compare/jevbench-system-one-open-vs-ornith-1-5-35b-a3b)
- [Ornith-1.5-397B vs Ornith-1.5-35B-A3B](/compare/ornith-1-5-35b-a3b-vs-ornith-1-5-397b)
- [system-one-open (Gemma 4 E2B LoRA on an L4) vs Ornith-1.5-9B](/compare/jevbench-system-one-open-vs-ornith-1-5-9b)
- [Ornith-1.5-397B vs Ornith-1.5-9B](/compare/ornith-1-5-397b-vs-ornith-1-5-9b)

## Explore More

- [system-one-open (Gemma 4 E2B LoRA on an L4) profile](/models/jevbench-system-one-open)
- [Ornith-1.5-397B profile](/models/ornith-1-5-397b)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)