←Story detail

Trending story

DeepSeek V4 Pro leads in code evaluation

2 reports2 story updatesUpdated Aug 26 09:09

Understand this story

AI overview

On August 26, 2026, Fireworks AI released evaluation results for DeepSeek V4 Pro 0813 and announced that training support for the model is now live on Fireworks, supporting SFT, DPO, and RFT. The evaluation used four benchmark suites: SWE-Bench Verified, LiveCodeBench v6, Aider Polyglot, and Terminal-Bench 2.1. Fireworks stated that DeepSeek V4 Pro scored 95.2% on SWE-Bench Verified, higher than Kimi K3's 92.6% and Fable 5's 85.4%; on LiveCodeBench v6 it scored 92.0%. In terms of cost, the model spent $0.309 per task solved on SWE-Bench, compared with $0.808 for Fable 5; on LiveCodeBench the figures were $0.040 and $0.225, respectively. On a combined sample of 409 tasks, the oracle routing accuracy of DeepSeek V4 Pro and Fable 5 was 92.4%, higher than the 86.6% achieved by Fable 5 alone, with a per-task cost

AI-generated from public reports

Latest development · Report

Fireworks Evaluates DeepSeek V4 Pro Against Fable 5 and Kimi K3

Developments

1 confirmed developments

  1. DeepSeek V4 Pro leads in code evaluation

    Source:Fireworks AI

Reports and discussion timeline

Browse reports and discussion by time. Their evidence levels remain distinct.

Aug 26

  1. Fireworks AIFirst-party

    Fireworks Evaluates DeepSeek V4 Pro Against Fable 5 and Kimi K3

    Fireworks tested DeepSeek V4 Pro 0813 on four benchmarks: SWE-Bench Verified, LiveCodeBench v6, Aider Polyglot, and Terminal-Bench 2.1. It scored 95.2% on SWE-Bench Verified, higher than Kimi K3's 92.6% and Fable 5's 85.4%, and 92.0% on LiveCodeBench v6. On cost, DeepSeek V4 Pro spent $0.309 per task solved on SWE-bench, versus $0.808 for Fable 5; on LiveCodeBench the figures were $0.040 and $0.225, respectively. Its weakness is the multilingual breadth of Aider Polyglot, where it scored only 48.9% on Java, versus 74.5% for Fable 5. After oracle routing on a combined set of 409 tasks, accuracy was 92.4%, higher than the 86.6% achieved by Fable 5 alone, at a cost of $0.279 versus $4.510 per task, with 86.3% of tasks routed to V4 Pro.

  2. fireworks_aiFirst-partySelected

    English translation is being prepared.

Related stories

  1. Related storiesFireworks evaluates DeepSeek's new model
  2. Related storiesAnthropic releases Claude Opus 5.5
  3. Related storiesEnglish translation is being prepared.
  4. Related storiesMeta launches Muse Wonder and Muse Wonder Full models