Nova Pro vs LFM2.5-1.2B-Instruct

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

Nova Pro 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.

Nova Pro's sharpest advantage is in reasoning, where it averages 46.3 against 32.1. The single biggest benchmark swing on the page is HumanEval, 33 to 14. 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.

Nova Pro gives you the larger context window at 128K, compared with 32K for LFM2.5-1.2B-Instruct.

Quick Verdict

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

Agentic

Nova Pro

Nova Pro

33.3

LFM2.5-1.2B-Instruct

25.7

31
Terminal-Bench 2.0
22
39
BrowseComp
31
32
OSWorld-Verified
26

Coding

Nova Pro

Nova Pro

17.2

LFM2.5-1.2B-Instruct

7.2

33
HumanEval
14
19
SWE-bench Verified
9
14
LiveCodeBench
8
20
SWE-bench Pro
6

Multimodal & Grounded

Nova Pro

Nova Pro

41.1

LFM2.5-1.2B-Instruct

32.4

37
MMMU-Pro
27
46
OfficeQA Pro
39

Reasoning

Nova Pro

Nova Pro

46.3

LFM2.5-1.2B-Instruct

32.1

39
SimpleQA
24
37
MuSR
22
63
BBH
59
51
LongBench v2
34
51
MRCRv2
37

Knowledge

Nova Pro

Nova Pro

34.2

LFM2.5-1.2B-Instruct

26

41
MMLU
26
40
GPQA
25
38
SuperGPQA
23
36
OpenBookQA
21
53
MMLU-Pro
50
4
HLE
1
41
FrontierScience
30

Instruction Following

LFM2.5-1.2B-Instruct

Nova Pro

66

LFM2.5-1.2B-Instruct

80

66
IFEval
80

Multilingual

LFM2.5-1.2B-Instruct

Nova Pro

60.4

LFM2.5-1.2B-Instruct

60.7

61
MGSM
62
60
MMLU-ProX
60

Mathematics

Nova Pro

Nova Pro

48.6

LFM2.5-1.2B-Instruct

37

41
AIME 2023
24
43
AIME 2024
26
42
AIME 2025
25
37
HMMT Feb 2023
20
39
HMMT Feb 2024
22
38
HMMT Feb 2025
21
40
BRUMO 2025
23
59
MATH-500
54

Frequently Asked Questions

Which is better, Nova Pro or LFM2.5-1.2B-Instruct?

Nova Pro is ahead overall, 38 to 30. The biggest single separator in this matchup is HumanEval, where the scores are 33 and 14.

Which is better for knowledge tasks, Nova Pro or LFM2.5-1.2B-Instruct?

Nova Pro has the edge for knowledge tasks in this comparison, averaging 34.2 versus 26. Inside this category, MMLU is the benchmark that creates the most daylight between them.

Which is better for coding, Nova Pro or LFM2.5-1.2B-Instruct?

Nova Pro has the edge for coding in this comparison, averaging 17.2 versus 7.2. Inside this category, HumanEval is the benchmark that creates the most daylight between them.

Which is better for math, Nova Pro or LFM2.5-1.2B-Instruct?

Nova Pro has the edge for math in this comparison, averaging 48.6 versus 37. Inside this category, AIME 2023 is the benchmark that creates the most daylight between them.

Which is better for reasoning, Nova Pro or LFM2.5-1.2B-Instruct?

Nova Pro has the edge for reasoning in this comparison, averaging 46.3 versus 32.1. Inside this category, LongBench v2 is the benchmark that creates the most daylight between them.

Which is better for agentic tasks, Nova Pro or LFM2.5-1.2B-Instruct?

Nova Pro has the edge for agentic tasks in this comparison, averaging 33.3 versus 25.7. Inside this category, Terminal-Bench 2.0 is the benchmark that creates the most daylight between them.

Which is better for multimodal and grounded tasks, Nova Pro or LFM2.5-1.2B-Instruct?

Nova Pro has the edge for multimodal and grounded tasks in this comparison, averaging 41.1 versus 32.4. Inside this category, MMMU-Pro is the benchmark that creates the most daylight between them.

Which is better for instruction following, Nova Pro or LFM2.5-1.2B-Instruct?

LFM2.5-1.2B-Instruct has the edge for instruction following in this comparison, averaging 80 versus 66. Inside this category, IFEval is the benchmark that creates the most daylight between them.

Which is better for multilingual tasks, Nova Pro 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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