1-bit Bonsai 4B vs GPT-OSS 20B

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 4B· GPT-OSS 20B

Quick Verdict

Pick 1-bit Bonsai 4B if you want the stronger benchmark profile. GPT-OSS 20B only becomes the better choice if reasoning is the priority or you need the larger 128K context window.

1-bit Bonsai 4B is clearly ahead on the aggregate, 44 to 35. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

1-bit Bonsai 4B's sharpest advantage is in mathematics, where it averages 65.8 against 38.1. The single biggest benchmark swing on the page is MuSR, 41.4% to 27%. GPT-OSS 20B does hit back in reasoning, so the answer changes if that is the part of the workload you care about most.

GPT-OSS 20B gives you the larger context window at 128K, compared with 32K for 1-bit Bonsai 4B.

Operational tradeoffs

PriceFree*Free*
SpeedN/A313 t/s
TTFTN/A0.65s
Context32K128K

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 4BGPT-OSS 20B
Agentic
Terminal-Bench 2.035%
OSWorld-Verified31%
Coding
HumanEval23%
SWE-bench Verified14%
LiveCodeBench11%
SWE-bench Pro18%
React Native Evals64.3%
Multimodal & Grounded
MMMU-Pro31%
OfficeQA Pro42%
ReasoningGPT-OSS 20B wins
MuSR41.4%27%
LongBench v248%
MRCRv248%
KnowledgeTie
GPQA28.7%30%
MMLU85.3%
SuperGPQA28%
MMLU-Pro53%
HLE1%
FrontierScience34%
SimpleQA29%
Instruction Following
IFEval69.6%
Multilingual
MGSM61%
MMLU-ProX59%
Mathematics1-bit Bonsai 4B wins
MATH-50065.8%59%
AIME 202331%
AIME 202433%
AIME 202532%
HMMT Feb 202327%
HMMT Feb 202429%
HMMT Feb 202528%
BRUMO 202530%
Frequently Asked Questions (4)

Which is better, 1-bit Bonsai 4B or GPT-OSS 20B?

1-bit Bonsai 4B is ahead overall, 44 to 35. The biggest single separator in this matchup is MuSR, where the scores are 41.4% and 27%.

Which is better for knowledge tasks, 1-bit Bonsai 4B or GPT-OSS 20B?

1-bit Bonsai 4B and GPT-OSS 20B are effectively tied for knowledge tasks here, both landing at 28.7 on average.

Which is better for math, 1-bit Bonsai 4B or GPT-OSS 20B?

1-bit Bonsai 4B has the edge for math in this comparison, averaging 65.8 versus 38.1. Inside this category, MATH-500 is the benchmark that creates the most daylight between them.

Which is better for reasoning, 1-bit Bonsai 4B or GPT-OSS 20B?

GPT-OSS 20B has the edge for reasoning in this comparison, averaging 42.4 versus 41.4. Inside this category, MuSR is the benchmark that creates the most daylight between them.

Last updated: March 31, 2026

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