GLM-4.7 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-4.7· Holo3-122B-A10B

Quick Verdict

Pick Holo3-122B-A10B if you want the stronger benchmark profile. GLM-4.7 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 72. 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 50.8. The single biggest benchmark swing on the page is OSWorld-Verified, 61% 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-4.7. That is roughly Infinityx on output cost alone. GLM-4.7 is the reasoning model in the pair, while Holo3-122B-A10B 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. GLM-4.7 gives you the larger context window at 200K, compared with 64K for Holo3-122B-A10B.

Operational tradeoffs

PriceFree*$0.40 / $3.00
Speed82 t/sN/A
TTFT1.10sN/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-4.7Holo3-122B-A10B
AgenticHolo3-122B-A10B wins
Terminal-Bench 2.041%
BrowseComp52%
OSWorld-Verified61%78.8%
Coding
HumanEval94.2%
SWE-bench Verified73.8%
LiveCodeBench84.9%
SWE-bench Pro51%
Multimodal & Grounded
MMMU-Pro66%
OfficeQA Pro76%
Reasoning
MuSR80%
BBH84%
LongBench v279%
MRCRv278%
Knowledge
MMLU86%
GPQA85.7%
SuperGPQA82%
MMLU-Pro84.3%
HLE24.8%
FrontierScience72%
SimpleQA46%
Instruction Following
IFEval88%
Multilingual
MGSM94%
MMLU-ProX78%
Mathematics
AIME 202386%
AIME 202488%
AIME 202595.7%
HMMT Feb 202382%
HMMT Feb 202484%
HMMT Feb 202597.1%
BRUMO 202585%
MATH-50085%
Frequently Asked Questions (2)

Which is better, GLM-4.7 or Holo3-122B-A10B?

Holo3-122B-A10B is ahead overall, 79 to 72. The biggest single separator in this matchup is OSWorld-Verified, where the scores are 61% and 78.8%.

Which is better for agentic tasks, GLM-4.7 or Holo3-122B-A10B?

Holo3-122B-A10B has the edge for agentic tasks in this comparison, averaging 78.9 versus 50.8. Inside this category, OSWorld-Verified is the benchmark that creates the most daylight between them.

Last updated: March 31, 2026

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