Qwen2.5-VL-32B vs LFM2.5-1.2B-Instruct

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

Qwen2.5-VL-32B is clearly ahead on the aggregate, 38 to 30. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

Qwen2.5-VL-32B's sharpest advantage is in multimodal & grounded, where it averages 52.2 against 32.4. The single biggest benchmark swing on the page is MMMU-Pro, 58 to 27. LFM2.5-1.2B-Instruct does hit back in instruction following, so the answer changes if that is the part of the workload you care about most.

Quick Verdict

Pick Qwen2.5-VL-32B if you want the stronger benchmark profile. LFM2.5-1.2B-Instruct only becomes the better choice if instruction following is the priority.

Agentic

Qwen2.5-VL-32B

Qwen2.5-VL-32B

33.5

LFM2.5-1.2B-Instruct

25.7

30
Terminal-Bench 2.0
22
41
BrowseComp
31
32
OSWorld-Verified
26

Coding

Qwen2.5-VL-32B

Qwen2.5-VL-32B

14.3

LFM2.5-1.2B-Instruct

7.2

35
HumanEval
14
17
SWE-bench Verified
9
11
LiveCodeBench
8
17
SWE-bench Pro
6

Multimodal & Grounded

Qwen2.5-VL-32B

Qwen2.5-VL-32B

52.2

LFM2.5-1.2B-Instruct

32.4

58
MMMU-Pro
27
45
OfficeQA Pro
39

Reasoning

Qwen2.5-VL-32B

Qwen2.5-VL-32B

43.2

LFM2.5-1.2B-Instruct

32.1

41
SimpleQA
24
39
MuSR
22
61
BBH
59
42
LongBench v2
34
43
MRCRv2
37

Knowledge

Qwen2.5-VL-32B

Qwen2.5-VL-32B

34.7

LFM2.5-1.2B-Instruct

26

43
MMLU
26
42
GPQA
25
40
SuperGPQA
23
38
OpenBookQA
21
53
MMLU-Pro
50
2
HLE
1
43
FrontierScience
30

Instruction Following

LFM2.5-1.2B-Instruct

Qwen2.5-VL-32B

67

LFM2.5-1.2B-Instruct

80

67
IFEval
80

Multilingual

LFM2.5-1.2B-Instruct

Qwen2.5-VL-32B

60.4

LFM2.5-1.2B-Instruct

60.7

63
MGSM
62
59
MMLU-ProX
60

Mathematics

Qwen2.5-VL-32B

Qwen2.5-VL-32B

49.7

LFM2.5-1.2B-Instruct

37

43
AIME 2023
24
45
AIME 2024
26
44
AIME 2025
25
39
HMMT Feb 2023
20
41
HMMT Feb 2024
22
40
HMMT Feb 2025
21
42
BRUMO 2025
23
59
MATH-500
54

Frequently Asked Questions

Which is better, Qwen2.5-VL-32B or LFM2.5-1.2B-Instruct?

Qwen2.5-VL-32B is ahead overall, 38 to 30. The biggest single separator in this matchup is MMMU-Pro, where the scores are 58 and 27.

Which is better for knowledge tasks, Qwen2.5-VL-32B or LFM2.5-1.2B-Instruct?

Qwen2.5-VL-32B has the edge for knowledge tasks in this comparison, averaging 34.7 versus 26. Inside this category, MMLU is the benchmark that creates the most daylight between them.

Which is better for coding, Qwen2.5-VL-32B or LFM2.5-1.2B-Instruct?

Qwen2.5-VL-32B has the edge for coding in this comparison, averaging 14.3 versus 7.2. Inside this category, HumanEval is the benchmark that creates the most daylight between them.

Which is better for math, Qwen2.5-VL-32B or LFM2.5-1.2B-Instruct?

Qwen2.5-VL-32B has the edge for math in this comparison, averaging 49.7 versus 37. Inside this category, AIME 2023 is the benchmark that creates the most daylight between them.

Which is better for reasoning, Qwen2.5-VL-32B or LFM2.5-1.2B-Instruct?

Qwen2.5-VL-32B has the edge for reasoning in this comparison, averaging 43.2 versus 32.1. Inside this category, SimpleQA is the benchmark that creates the most daylight between them.

Which is better for agentic tasks, Qwen2.5-VL-32B or LFM2.5-1.2B-Instruct?

Qwen2.5-VL-32B has the edge for agentic tasks in this comparison, averaging 33.5 versus 25.7. Inside this category, BrowseComp is the benchmark that creates the most daylight between them.

Which is better for multimodal and grounded tasks, Qwen2.5-VL-32B or LFM2.5-1.2B-Instruct?

Qwen2.5-VL-32B has the edge for multimodal and grounded tasks in this comparison, averaging 52.2 versus 32.4. Inside this category, MMMU-Pro is the benchmark that creates the most daylight between them.

Which is better for instruction following, Qwen2.5-VL-32B or LFM2.5-1.2B-Instruct?

LFM2.5-1.2B-Instruct has the edge for instruction following in this comparison, averaging 80 versus 67. Inside this category, IFEval is the benchmark that creates the most daylight between them.

Which is better for multilingual tasks, Qwen2.5-VL-32B or LFM2.5-1.2B-Instruct?

LFM2.5-1.2B-Instruct has the edge for multilingual tasks in this comparison, averaging 60.7 versus 60.4. Inside this category, MGSM is the benchmark that creates the most daylight between them.

Last updated: March 12, 2026

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