o4-mini (high) vs LFM2.5-1.2B-Thinking

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

o4-mini (high) is clearly ahead on the aggregate, 63 to 33. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

o4-mini (high)'s sharpest advantage is in mathematics, where it averages 82.9 against 42.3. The single biggest benchmark swing on the page is HumanEval, 74 to 17.

LFM2.5-1.2B-Thinking is the reasoning model in the pair, while o4-mini (high) 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. o4-mini (high) gives you the larger context window at 200K, compared with 32K for LFM2.5-1.2B-Thinking.

Quick Verdict

Pick o4-mini (high) if you want the stronger benchmark profile. LFM2.5-1.2B-Thinking only becomes the better choice if you want the stronger reasoning-first profile.

Agentic

o4-mini (high)

o4-mini (high)

58.5

LFM2.5-1.2B-Thinking

34.1

58
Terminal-Bench 2.0
34
64
BrowseComp
37
55
OSWorld-Verified
32

Coding

o4-mini (high)

o4-mini (high)

38.7

LFM2.5-1.2B-Thinking

8.2

74
HumanEval
17
45
SWE-bench Verified
10
34
LiveCodeBench
9
42
SWE-bench Pro
7

Multimodal & Grounded

o4-mini (high)

o4-mini (high)

68.3

LFM2.5-1.2B-Thinking

32.4

66
MMMU-Pro
27
71
OfficeQA Pro
39

Reasoning

o4-mini (high)

o4-mini (high)

77.4

LFM2.5-1.2B-Thinking

38.4

80
SimpleQA
29
78
MuSR
31
83
BBH
67
75
LongBench v2
39
74
MRCRv2
42

Knowledge

o4-mini (high)

o4-mini (high)

61.2

LFM2.5-1.2B-Thinking

27

82
MMLU
27
82
GPQA
26
80
SuperGPQA
24
78
OpenBookQA
22
76
MMLU-Pro
51
13
HLE
2
73
FrontierScience
31

Instruction Following

o4-mini (high)

o4-mini (high)

83

LFM2.5-1.2B-Thinking

72

83
IFEval
72

Multilingual

o4-mini (high)

o4-mini (high)

81.7

LFM2.5-1.2B-Thinking

60.7

83
MGSM
62
81
MMLU-ProX
60

Mathematics

o4-mini (high)

o4-mini (high)

82.9

LFM2.5-1.2B-Thinking

42.3

83
AIME 2023
28
85
AIME 2024
30
84
AIME 2025
29
79
HMMT Feb 2023
24
81
HMMT Feb 2024
26
80
HMMT Feb 2025
25
82
BRUMO 2025
27
84
MATH-500
61

Frequently Asked Questions

Which is better, o4-mini (high) or LFM2.5-1.2B-Thinking?

o4-mini (high) is ahead overall, 63 to 33. The biggest single separator in this matchup is HumanEval, where the scores are 74 and 17.

Which is better for knowledge tasks, o4-mini (high) or LFM2.5-1.2B-Thinking?

o4-mini (high) has the edge for knowledge tasks in this comparison, averaging 61.2 versus 27. Inside this category, GPQA is the benchmark that creates the most daylight between them.

Which is better for coding, o4-mini (high) or LFM2.5-1.2B-Thinking?

o4-mini (high) has the edge for coding in this comparison, averaging 38.7 versus 8.2. Inside this category, HumanEval is the benchmark that creates the most daylight between them.

Which is better for math, o4-mini (high) or LFM2.5-1.2B-Thinking?

o4-mini (high) has the edge for math in this comparison, averaging 82.9 versus 42.3. Inside this category, AIME 2023 is the benchmark that creates the most daylight between them.

Which is better for reasoning, o4-mini (high) or LFM2.5-1.2B-Thinking?

o4-mini (high) has the edge for reasoning in this comparison, averaging 77.4 versus 38.4. Inside this category, SimpleQA is the benchmark that creates the most daylight between them.

Which is better for agentic tasks, o4-mini (high) or LFM2.5-1.2B-Thinking?

o4-mini (high) has the edge for agentic tasks in this comparison, averaging 58.5 versus 34.1. Inside this category, BrowseComp is the benchmark that creates the most daylight between them.

Which is better for multimodal and grounded tasks, o4-mini (high) or LFM2.5-1.2B-Thinking?

o4-mini (high) has the edge for multimodal and grounded tasks in this comparison, averaging 68.3 versus 32.4. Inside this category, MMMU-Pro is the benchmark that creates the most daylight between them.

Which is better for instruction following, o4-mini (high) or LFM2.5-1.2B-Thinking?

o4-mini (high) has the edge for instruction following in this comparison, averaging 83 versus 72. Inside this category, IFEval is the benchmark that creates the most daylight between them.

Which is better for multilingual tasks, o4-mini (high) or LFM2.5-1.2B-Thinking?

o4-mini (high) has the edge for multilingual tasks in this comparison, averaging 81.7 versus 60.7. Inside this category, MGSM is the benchmark that creates the most daylight between them.

Last updated: March 12, 2026

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