# jeff (Logan Markewich, GLiFormer 400M) vs Nemotron 3.5 Lightning 30B A3B NVFP4

> Side-by-side benchmark comparison for jeff (Logan Markewich, GLiFormer 400M) and Nemotron 3.5 Lightning 30B A3B NVFP4 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/jevbench-jeff-vs-nemotron-3-5-lightning-30b-a3b-nvfp4
- 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 jeff (Logan Markewich, GLiFormer 400M) and Nemotron 3.5 Lightning 30B A3B NVFP4.

## Summary

- jeff (Logan Markewich, GLiFormer 400M) and Nemotron 3.5 Lightning 30B A3B NVFP4 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 | jeff (Logan Markewich, GLiFormer 400M) | Nemotron 3.5 Lightning 30B A3B NVFP4 |
|----------|----------|----------|
| Creator | Logan Markewich | NVIDIA |
| Type | Open Weight | Open Weight |
| Reasoning | Non-Reasoning | Reasoning |
| Context | null | 1M |
| Independent public score (not head-to-head) | null | 20.13 |
| Benchmarks Covered | 2 | 13 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | $0.00 / $0.00 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- jeff (Logan Markewich, GLiFormer 400M) public-lane score: Coming soon
- Nemotron 3.5 Lightning 30B A3B NVFP4 public-lane score: 8 (Estimated · #113/119)

| Benchmark | jeff (Logan Markewich, GLiFormer 400M) | Nemotron 3.5 Lightning 30B A3B NVFP4 | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | Coming soon | 23.5% | Coming soon |
| PinchBench | Coming soon | 83.4% | Coming soon |
| BrowseComp | Coming soon | 36.8% | Coming soon |
| τ³-bench results | Coming soon | 9.5% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- jeff (Logan Markewich, GLiFormer 400M) public-lane score: Coming soon
- Nemotron 3.5 Lightning 30B A3B NVFP4 public-lane score: 12.2 (Estimated · #140/144)

| Benchmark | jeff (Logan Markewich, GLiFormer 400M) | Nemotron 3.5 Lightning 30B A3B NVFP4 | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | Coming soon | 52.8% | Coming soon |
| SWE Multilingual | Coming soon | 36.5% | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 23.5% | Coming soon |
| SciCode | Coming soon | 31.4% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- jeff (Logan Markewich, GLiFormer 400M) public-lane score: Coming soon
- Nemotron 3.5 Lightning 30B A3B NVFP4 public-lane score: 56 (Unranked · 1 rankable row)

| Benchmark | jeff (Logan Markewich, GLiFormer 400M) | Nemotron 3.5 Lightning 30B A3B NVFP4 | Winner |
|-----------|-----------|-----------|--------|
| JevBench 1.4 | 30.58 | Coming soon | Coming soon |
| JevBench 1.5 | 0.12 | Coming soon | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- jeff (Logan Markewich, GLiFormer 400M) public-lane score: Coming soon
- Nemotron 3.5 Lightning 30B A3B NVFP4 public-lane score: 22.4 (Estimated · #163/170)

| Benchmark | jeff (Logan Markewich, GLiFormer 400M) | Nemotron 3.5 Lightning 30B A3B NVFP4 | Winner |
|-----------|-----------|-----------|--------|
| GPQA | Coming soon | 75.6% | Coming soon |
| GPQA-D | Coming soon | 75.6% | Coming soon |
| HLE w/o tools | Coming soon | 10.5% | Coming soon |
| MMLU-Pro | Coming soon | 81.6% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- jeff (Logan Markewich, GLiFormer 400M) public-lane score: Coming soon
- Nemotron 3.5 Lightning 30B A3B NVFP4 public-lane score: 68.5 (#67/124)

| Benchmark | jeff (Logan Markewich, GLiFormer 400M) | Nemotron 3.5 Lightning 30B A3B NVFP4 | Winner |
|-----------|-----------|-----------|--------|
| IFBench | Coming soon | 72.9% | Coming soon |

## FAQ

### Can I compare jeff (Logan Markewich, GLiFormer 400M) and Nemotron 3.5 Lightning 30B A3B NVFP4 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

- [jeff (Logan Markewich, GLiFormer 400M) vs GPT-6 Astra](/compare/gpt-6-astra-vs-jevbench-jeff)
- [Nemotron 3.5 Lightning 30B A3B NVFP4 vs GPT-6 Astra](/compare/gpt-6-astra-vs-nemotron-3-5-lightning-30b-a3b-nvfp4)
- [jeff (Logan Markewich, GLiFormer 400M) vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-jevbench-jeff)
- [Nemotron 3.5 Lightning 30B A3B NVFP4 vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-nemotron-3-5-lightning-30b-a3b-nvfp4)

## Explore More

- [jeff (Logan Markewich, GLiFormer 400M) profile](/models/jevbench-jeff)
- [Nemotron 3.5 Lightning 30B A3B NVFP4 profile](/models/nemotron-3-5-lightning-30b-a3b-nvfp4)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)