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DeepSeek-V4-Pro vs Nemotron 3 Super 120B A12B

DeepSeek · released

Wins 6 of 7 areas

Coding · Agents · Reasoning · Math · Long documents · Following instructions

NVIDIA · released

Wins 0 of 7 areas

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DeepSeek-V4-Pro is the stronger all-rounder.Nemotron 3 Super 120B A12B is cheaper.

Scores updated · 28 tests both models report · How we compare

Where each one wins

Tests won in each of the seven areas where both have results. Each piece is one test, so a longer bar means more evidence; grey means the two scored within a point of each other.

Long documents and following instructions rest on a single test each.

What it costs

Prices per million tokens, roughly 750,000 words. The bars show the cost of a million tokens read plus a million written.

DeepSeek-V4-Pro$0.43 to read · $0.87 to write$1.30Price from Artificial Analysis
Nemotron 3 Super 120B A12B$0.30 to read · $0.90 to write$1.20Price from Artificial Analysis

Nemotron 3 Super 120B A12B costs 8% less for the same work.

The biggest differences

The tests each model wins by the widest margin, up to three each. Scores are out of 100.

Where DeepSeek-V4-Pro pulls ahead

  • Finds hard-to-locate facts by browsing the webBrowseComp+52.1points aheadDeepSeek-V4-Pro83.4Nemotron 3 Super 120B A12B31.3
  • Fixes real GitHub issues in many programming languagesSWE-bench Multilingual+30.4points aheadDeepSeek-V4-Pro76.2Nemotron 3 Super 120B A12B45.8
  • Fixes real GitHub issues in Python projectsSWE-bench Verified+26.9points aheadDeepSeek-V4-Pro80.6Nemotron 3 Super 120B A12B53.7

Where Nemotron 3 Super 120B A12B pulls ahead

Every test, side by side

All 28 tests both models report. The winning score is in its model's colour; marks a score checked independently.

CodingDeepSeek-V4-Pro

Full coding ranking

AgentsDeepSeek-V4-Pro

Full agents ranking

ReasoningDeepSeek-V4-Pro

Full reasoning ranking

FactsEven

Full facts ranking

MathDeepSeek-V4-Pro

Full math ranking

Long documentsDeepSeek-V4-Pro
  • AA-LCRDeepSeek-V4-Pro by 974.765.7+9

Full long documents ranking

Following instructionsDeepSeek-V4-Pro
  • IFBenchDeepSeek-V4-Pro by 576.571.5+5

Full following instructions ranking

Other results9 tests, not counted

Tests outside the eight areas. They are not counted above: several are summary scores built from other tests, or the same test under another name.

Questions people ask

Which is better, DeepSeek-V4-Pro or Nemotron 3 Super 120B A12B?

DeepSeek-V4-Pro wins six of the seven areas where both have results: coding, agents, reasoning, math, long documents and following instructions. Nemotron 3 Super 120B A12B wins none, but costs 8% less. They are level on facts.

Which is better for coding?

DeepSeek-V4-Pro. It wins 5 of the 5 coding tests both models report; Nemotron 3 Super 120B A12B wins none.

Which is cheaper?

DeepSeek-V4-Pro costs $0.43 per million input tokens and $0.87 per million output tokens; Nemotron 3 Super 120B A12B costs $0.30 and $0.90. That makes Nemotron 3 Super 120B A12B about 8% cheaper for the same work.

How do you compare the two?

We use the 28 benchmark tests both models have published scores on. The verdict counts the 19 tests in the eight capability areas, and a gap under one point (ten on rating-style scales) counts as a tie. The other 9 are listed but not counted, because several are summary scores or repeat a test. Each score is the one shown on the model's own page.

Compare DeepSeek-V4-Pro with

DeepSeek

Across the field

All comparisons