# Llama-3.3-Nemotron-70B-Reward (JudgeBench) vs Beam 1.0 501B-A23B FP8

> Side-by-side benchmark comparison for Llama-3.3-Nemotron-70B-Reward (JudgeBench) and Beam 1.0 501B-A23B FP8 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/native-judgebench-llama-3-3-nemotron-70b-reward-vs-reflection-beam-fp8
- Last updated: October 16, 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 Llama-3.3-Nemotron-70B-Reward (JudgeBench) and Beam 1.0 501B-A23B FP8.

## Summary

- Llama-3.3-Nemotron-70B-Reward (JudgeBench) and Beam 1.0 501B-A23B FP8 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 | Llama-3.3-Nemotron-70B-Reward (JudgeBench) | Beam 1.0 501B-A23B FP8 |
|----------|----------|----------|
| Creator | NVIDIA | Reflection AI |
| Type | Evaluated configuration | Open Weight |
| Reasoning | Unspecified | Reasoning |
| Context | null | 1M |
| Independent public score (not head-to-head) | null | null |
| Benchmarks Covered | 0 | 19 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Llama-3.3-Nemotron-70B-Reward (JudgeBench) public-lane score: Coming soon
- Beam 1.0 501B-A23B FP8 public-lane score: Coming soon

| Benchmark | Llama-3.3-Nemotron-70B-Reward (JudgeBench) | Beam 1.0 501B-A23B FP8 | Winner |
|-----------|-----------|-----------|--------|
| τ³-bench results | Coming soon | 36.8% | Coming soon |
| HLE w/ tools | Coming soon | 51.1% | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 78.9% | Coming soon |
| MCP Atlas | Coming soon | 81.5% | Coming soon |
| BrowseComp | Coming soon | 76.7% | Coming soon |
| DeepSearchQA | Coming soon | 79.6% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Llama-3.3-Nemotron-70B-Reward (JudgeBench) public-lane score: Coming soon
- Beam 1.0 501B-A23B FP8 public-lane score: Coming soon

| Benchmark | Llama-3.3-Nemotron-70B-Reward (JudgeBench) | Beam 1.0 501B-A23B FP8 | Winner |
|-----------|-----------|-----------|--------|
| DeepSWE | Coming soon | 43.0% | Coming soon |
| SWE-bench Pro | Coming soon | 65.9% | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 78.9% | Coming soon |
| SWE-Atlas Codebase QnA | Coming soon | 32.2% | Coming soon |
| SWE Multilingual | Coming soon | 78.1% | Coming soon |
| SWE-bench Verified | Coming soon | 80.2% | Coming soon |
| SciCode | Coming soon | 48.3% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Llama-3.3-Nemotron-70B-Reward (JudgeBench) public-lane score: Coming soon
- Beam 1.0 501B-A23B FP8 public-lane score: 85.8 (Unranked · 3 rankable rows)

| Benchmark | Llama-3.3-Nemotron-70B-Reward (JudgeBench) | Beam 1.0 501B-A23B FP8 | Winner |
|-----------|-----------|-----------|--------|
| CritPt | Coming soon | 17.4% | Coming soon |
| LongBench v2 | Coming soon | 67.6% | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Llama-3.3-Nemotron-70B-Reward (JudgeBench) public-lane score: Coming soon
- Beam 1.0 501B-A23B FP8 public-lane score: Coming soon

| Benchmark | Llama-3.3-Nemotron-70B-Reward (JudgeBench) | Beam 1.0 501B-A23B FP8 | Winner |
|-----------|-----------|-----------|--------|
| GPQA-D | Coming soon | 90.3% | Coming soon |
| HLE w/o tools | Coming soon | 36% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- Llama-3.3-Nemotron-70B-Reward (JudgeBench) public-lane score: Coming soon
- Beam 1.0 501B-A23B FP8 public-lane score: 89.8 (#28/148)

| Benchmark | Llama-3.3-Nemotron-70B-Reward (JudgeBench) | Beam 1.0 501B-A23B FP8 | Winner |
|-----------|-----------|-----------|--------|
| IFBench | Coming soon | 80.7% | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- Llama-3.3-Nemotron-70B-Reward (JudgeBench) public-lane score: Coming soon
- Beam 1.0 501B-A23B FP8 public-lane score: 87.9 (Unranked · 1 rankable row)

| Benchmark | Llama-3.3-Nemotron-70B-Reward (JudgeBench) | Beam 1.0 501B-A23B FP8 | Winner |
|-----------|-----------|-----------|--------|
| AIME26 | Coming soon | 98.0% | Coming soon |

## FAQ

### Can I compare Llama-3.3-Nemotron-70B-Reward (JudgeBench) and Beam 1.0 501B-A23B FP8 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

- [Llama-3.3-Nemotron-70B-Reward (JudgeBench) vs Beam 1.0 501B-A23B](/compare/native-judgebench-llama-3-3-nemotron-70b-reward-vs-reflection-beam)
- [Beam 1.0 501B-A23B FP8 vs Beam 1.0 501B-A23B](/compare/reflection-beam-vs-reflection-beam-fp8)
- [Llama-3.3-Nemotron-70B-Reward (JudgeBench) vs Beam 1.0 501B-A23B NVFP4](/compare/native-judgebench-llama-3-3-nemotron-70b-reward-vs-reflection-beam-nvfp4)
- [Beam 1.0 501B-A23B FP8 vs Beam 1.0 501B-A23B NVFP4](/compare/reflection-beam-fp8-vs-reflection-beam-nvfp4)

## Explore More

- [Llama-3.3-Nemotron-70B-Reward (JudgeBench) profile](/models/native-judgebench-llama-3-3-nemotron-70b-reward)
- [Beam 1.0 501B-A23B FP8 profile](/models/reflection-beam-fp8)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)