GLM-5 vs Holo3-122B-A10B

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

Agentic
Coding
Multimodal & Grounded
Reasoning
Knowledge
Instruction Following
Multilingual
Mathematics

GLM-5· Holo3-122B-A10B

Quick Verdict

Pick Holo3-122B-A10B if you want the stronger benchmark profile. GLM-5 only becomes the better choice if you want the cheaper token bill or you need the larger 200K context window.

Holo3-122B-A10B is clearly ahead on the aggregate, 79 to 75. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

Holo3-122B-A10B's sharpest advantage is in agentic, where it averages 78.9 against 58.3. The single biggest benchmark swing on the page is OSWorld-Verified, 58% to 78.8%.

Holo3-122B-A10B is also the more expensive model on tokens at $0.40 input / $3.00 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for GLM-5. That is roughly Infinityx on output cost alone. GLM-5 gives you the larger context window at 200K, compared with 64K for Holo3-122B-A10B.

Operational tradeoffs

PriceFree*$0.40 / $3.00
Speed74 t/sN/A
TTFT1.64sN/A
Context200K64K

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.

BenchmarkGLM-5Holo3-122B-A10B
AgenticHolo3-122B-A10B wins
Terminal-Bench 2.056.2%
BrowseComp62%
OSWorld-Verified58%78.8%
Coding
HumanEval80%
SWE-bench Verified77.8%
LiveCodeBench52%
SWE-bench Pro46%
SWE-Rebench62.8%
React Native Evals74.2%
Multimodal & Grounded
MMMU-Pro66%
OfficeQA Pro73%
Reasoning
MuSR82%
BBH83%
LongBench v277%
MRCRv273%
Knowledge
MMLU91.7%
GPQA86%
SuperGPQA84%
MMLU-Pro82%
HLE30.5%
FrontierScience74%
SimpleQA84%
Instruction Following
IFEval85%
Multilingual
MGSM84%
MMLU-ProX81%
Mathematics
AIME 202388%
AIME 202490%
AIME 202593.3%
HMMT Feb 202384%
HMMT Feb 202486%
HMMT Feb 202585%
BRUMO 202587%
MATH-50097.4%
Frequently Asked Questions (2)

Which is better, GLM-5 or Holo3-122B-A10B?

Holo3-122B-A10B is ahead overall, 79 to 75. The biggest single separator in this matchup is OSWorld-Verified, where the scores are 58% and 78.8%.

Which is better for agentic tasks, GLM-5 or Holo3-122B-A10B?

Holo3-122B-A10B has the edge for agentic tasks in this comparison, averaging 78.9 versus 58.3. Inside this category, OSWorld-Verified is the benchmark that creates the most daylight between them.

Last updated: March 31, 2026

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