1-bit Bonsai 8B vs Nemotron-4 15B

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 8B· Nemotron-4 15B

Quick Verdict

Pick 1-bit Bonsai 8B if you want the stronger benchmark profile. Nemotron-4 15B only becomes the better choice if knowledge is the priority.

1-bit Bonsai 8B is clearly ahead on the aggregate, 50 to 40. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

1-bit Bonsai 8B's sharpest advantage is in mathematics, where it averages 66 against 54.1. The single biggest benchmark swing on the page is GPQA, 30% to 53%. Nemotron-4 15B does hit back in knowledge, so the answer changes if that is the part of the workload you care about most.

1-bit Bonsai 8B gives you the larger context window at 64K, compared with 32K for Nemotron-4 15B.

Operational tradeoffs

PriceFree*Free*
SpeedN/AN/A
TTFTN/AN/A
Context64K32K

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 8BNemotron-4 15B
Agentic
Terminal-Bench 2.037%
BrowseComp47%
OSWorld-Verified42%
Coding
HumanEval46%
SWE-bench Verified31%
LiveCodeBench22%
SWE-bench Pro30%
Multimodal & Grounded
MMMU-Pro46%
OfficeQA Pro54%
ReasoningNemotron-4 15B wins
MuSR50%50%
BBH73%
LongBench v252%
MRCRv251%
KnowledgeNemotron-4 15B wins
GPQA30%53%
MMLU54%
SuperGPQA51%
HLE5%
FrontierScience50%
SimpleQA52%
Instruction Following
IFEval79.8%
Multilingual
MGSM75%
MMLU-ProX71%
Mathematics1-bit Bonsai 8B wins
MATH-50066%
AIME 202354%
AIME 202456%
AIME 202555%
HMMT Feb 202350%
HMMT Feb 202452%
HMMT Feb 202551%
BRUMO 202553%
Frequently Asked Questions (4)

Which is better, 1-bit Bonsai 8B or Nemotron-4 15B?

1-bit Bonsai 8B is ahead overall, 50 to 40. The biggest single separator in this matchup is GPQA, where the scores are 30% and 53%.

Which is better for knowledge tasks, 1-bit Bonsai 8B or Nemotron-4 15B?

Nemotron-4 15B has the edge for knowledge tasks in this comparison, averaging 37.7 versus 30. Inside this category, GPQA is the benchmark that creates the most daylight between them.

Which is better for math, 1-bit Bonsai 8B or Nemotron-4 15B?

1-bit Bonsai 8B has the edge for math in this comparison, averaging 66 versus 54.1. Nemotron-4 15B stays close enough that the answer can still flip depending on your workload.

Which is better for reasoning, 1-bit Bonsai 8B or Nemotron-4 15B?

Nemotron-4 15B has the edge for reasoning in this comparison, averaging 51.1 versus 50. 1-bit Bonsai 8B stays close enough that the answer can still flip depending on your workload.

Last updated: March 31, 2026

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