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DeepSeek-R1-Distill-Llama-8B vs Llama 3.1 Instruct 405B

DeepSeek · released

Wins 0 of 4 areas

—

Meta · released

Wins 4 of 4 areas

Coding · Reasoning · Long documents · Following instructions

Llama 3.1 Instruct 405B is the stronger all-rounder.

Scores updated · 14 tests both models report · How we compare

Where each one wins

Tests won in each of the four 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.

Coding, 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-R1-Distill-Llama-8B$0.05 to read · $0.05 to write$0.10Price from nscale
Llama 3.1 Instruct 405BNo current price is tracked.

The biggest differences

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

Where Llama 3.1 Instruct 405B pulls ahead

  • Follows unfamiliar, precisely checkable instructionsIFBench+21.4points aheadLlama 3.1 Instruct 405B39DeepSeek-R1-Distill-Llama-8B17.6
  • Graduate-level biology, physics and chemistry questionsGPQA Diamond+21.3points aheadLlama 3.1 Instruct 405B51.5DeepSeek-R1-Distill-Llama-8B30.2
  • Code for real scientific research problemsSciCode+18points aheadLlama 3.1 Instruct 405B29.9DeepSeek-R1-Distill-Llama-8B11.9

Where DeepSeek-R1-Distill-Llama-8B pulls ahead

No clear win on a test scored out of 100.

Every test, side by side

All 14 tests both models report. The winning score is in its model's colour; marks a score checked independently.

CodingLlama 3.1 Instruct 405B
  • SciCodeLlama 3.1 Instruct 405B by 1811.929.9+18

Full coding ranking

ReasoningLlama 3.1 Instruct 405B

Full reasoning ranking

Long documentsLlama 3.1 Instruct 405B
  • AA-LCRLlama 3.1 Instruct 405B by 25.3025.3+25.3

Full long documents ranking

Following instructionsLlama 3.1 Instruct 405B
  • IFBenchLlama 3.1 Instruct 405B by 21.417.639+21.4

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.

  • Arena HardLlama 3.1 Instruct 405B by 52.117.269.3+52.1
  • DROPLlama 3.1 Instruct 405B by 35.149.784.8+35.1
  • AIME 2024DeepSeek-R1-Distill-Llama-8B by 27.150.423.3+27.1
  • GSM8KLlama 3.1 Instruct 405B by 24.672.296.8+24.6
  • HumanEvalLlama 3.1 Instruct 405B by 21.567.589+21.5
  • AlpacaEval-2.0Llama 3.1 Instruct 405B by 17.421.939.3+17.4
  • MATH-500 (EM)DeepSeek-R1-Distill-Llama-8B by 15.389.173.8+15.3
  • LiveCodeBenchDeepSeek-R1-Distill-Llama-8B by 11.939.627.7+11.9
  • AA Intelligencetie6.57.3tie

Questions people ask

Which is better, DeepSeek-R1-Distill-Llama-8B or Llama 3.1 Instruct 405B?

Llama 3.1 Instruct 405B wins all four areas where both have results: coding, reasoning, long documents and following instructions. DeepSeek-R1-Distill-Llama-8B wins none.

Which is better for coding?

Llama 3.1 Instruct 405B. It wins the one coding test both models report.

How do you compare the two?

We use the 14 benchmark tests both models have published scores on. The verdict counts the 5 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.