1-bit Bonsai 1.7B vs Nemotron 3 Ultra 500B

Side-by-side benchmark comparison across agentic, coding, multimodal, knowledge, reasoning, and math workflows.

Agentic
Coding
Multimodal & Grounded
Reasoning
Knowledge
Instruction Following
Multilingual
Mathematics

1-bit Bonsai 1.7B· Nemotron 3 Ultra 500B

Quick Verdict

Pick Nemotron 3 Ultra 500B if you want the stronger benchmark profile. 1-bit Bonsai 1.7B only becomes the better choice if you would rather avoid the extra latency and token burn of a reasoning model.

Nemotron 3 Ultra 500B is clearly ahead on the aggregate, 60 to 39. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

Nemotron 3 Ultra 500B's sharpest advantage is in mathematics, where it averages 76.6 against 34.4. The single biggest benchmark swing on the page is GPQA, 20.7% to 73%.

Nemotron 3 Ultra 500B is the reasoning model in the pair, while 1-bit Bonsai 1.7B is not. That usually helps on harder chain-of-thought-heavy tests, but it can also mean more latency and more token spend in real use. Nemotron 3 Ultra 500B gives you the larger context window at 10M, compared with 32K for 1-bit Bonsai 1.7B.

Operational tradeoffs

PriceFree*Free*
SpeedN/AN/A
TTFTN/AN/A
Context32K10M

Decision framing

BenchLM keeps the benchmark table and the operator tradeoffs on the same page so a better score does not hide a materially slower, pricier, or smaller-context model.

Runtime metrics show N/A when BenchLM does not have a sourced snapshot for that exact model. The scoring rules and freshness policy are documented on the methodology page.

Benchmark1-bit Bonsai 1.7BNemotron 3 Ultra 500B
Agentic
Terminal-Bench 2.063%
BrowseComp69%
OSWorld-Verified58%
Coding
HumanEval66%
SWE-bench Verified42%
LiveCodeBench41%
SWE-bench Pro47%
Multimodal & Grounded
MMMU-Pro61%
OfficeQA Pro74%
ReasoningNemotron 3 Ultra 500B wins
MuSR45.1%69%
BBH85%
LongBench v281%
MRCRv285%
KnowledgeNemotron 3 Ultra 500B wins
GPQA20.7%73%
MMLU74%
SuperGPQA71%
MMLU-Pro73%
HLE15%
FrontierScience67%
SimpleQA71%
Instruction FollowingNemotron 3 Ultra 500B wins
IFEval63%84%
Multilingual
MGSM81%
MMLU-ProX79%
MathematicsNemotron 3 Ultra 500B wins
MATH-50034.4%84%
AIME 202374%
AIME 202476%
AIME 202575%
HMMT Feb 202370%
HMMT Feb 202472%
HMMT Feb 202571%
BRUMO 202573%
Frequently Asked Questions (5)

Which is better, 1-bit Bonsai 1.7B or Nemotron 3 Ultra 500B?

Nemotron 3 Ultra 500B is ahead overall, 60 to 39. The biggest single separator in this matchup is GPQA, where the scores are 20.7% and 73%.

Which is better for knowledge tasks, 1-bit Bonsai 1.7B or Nemotron 3 Ultra 500B?

Nemotron 3 Ultra 500B has the edge for knowledge tasks in this comparison, averaging 58.1 versus 20.7. Inside this category, GPQA is the benchmark that creates the most daylight between them.

Which is better for math, 1-bit Bonsai 1.7B or Nemotron 3 Ultra 500B?

Nemotron 3 Ultra 500B has the edge for math in this comparison, averaging 76.6 versus 34.4. Inside this category, MATH-500 is the benchmark that creates the most daylight between them.

Which is better for reasoning, 1-bit Bonsai 1.7B or Nemotron 3 Ultra 500B?

Nemotron 3 Ultra 500B has the edge for reasoning in this comparison, averaging 79.1 versus 45.1. Inside this category, MuSR is the benchmark that creates the most daylight between them.

Which is better for instruction following, 1-bit Bonsai 1.7B or Nemotron 3 Ultra 500B?

Nemotron 3 Ultra 500B has the edge for instruction following in this comparison, averaging 84 versus 63. Inside this category, IFEval is the benchmark that creates the most daylight between them.

Last updated: March 31, 2026

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