modelgrep

Best LLMs for Instruction Following — DeepSeek

Match · Updated August 2026

The best DeepSeek model for instruction following is DeepSeek V4 Pro, satisfying 76.5% of IFBench's verifiable prompt constraints. DeepSeek V3.2 (49.0%) and DeepSeek V3.1 Terminus (41.2%) round out the top three.

76.5%IFBench
44.3Intelligence
67 t/sSpeed
$0.435Input /M
1.0MContext
  1. 1deepseek logo
    deepseek-v4-pro
    ReasoningToolsJSON44.3 intel · $0.435/M · 67 t/s
    76.5%
    IFBench
  2. 2deepseek logo
    deepseek-v3.2
    ReasoningToolsJSON24.7 intel · $0.269/M · 50 t/s
    49.0%
    IFBench
  3. 3deepseek logo
    deepseek-v3.1-terminus
    ReasoningToolsJSON21.4 intel · $0.270/M · 49 t/s
    41.2%
    IFBench
  4. 4deepseek logo
    deepseek-r1
    ReasoningToolsJSON20.1 intel · $0.700/M · 164K ctx
    39.6%
    IFBench
  5. 5deepseek logo
    deepseek-r1-distill-llama-70b
    Reasoning9.9 intel · $0.800/M · 8K ctx
    27.6%
    IFBench

How this is ranked

AI models ranked by IFBench — how reliably a model obeys explicit, verifiable constraints in the prompt (format, length, inclusion and exclusion rules). High scores mean fewer retries and less prompt-wrangling in production, which often matters more than raw intelligence for pipelines.

Frequently asked

Which DeepSeek model follows instructions most reliably?

The best DeepSeek model for instruction following is DeepSeek V4 Pro, satisfying 76.5% of IFBench's verifiable prompt constraints. DeepSeek V3.2 (49.0%) and DeepSeek V3.1 Terminus (41.2%) round out the top three.

What's a good alternative to DeepSeek V4 Pro?

DeepSeek V3.2 (49.0%) is the closest alternative on this metric, followed by DeepSeek V3.1 Terminus (41.2%). See the full ranking above for the tradeoffs.

How many DeepSeek models are there?

modelgrep tracks 12 DeepSeek models with live benchmarks, speed, latency and per-provider pricing, led on intelligence by DeepSeek V4 Flash 0731. 5 of them qualify for this ranking.

More DeepSeek rankings

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