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MiniMax M3.1 Flash ranks first on Parallel's search efficiency leaderboard

1 article1 sourcesince Oct 20Last article 1h ago ·

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MiniMax says its M3.1 Flash model now ranks first on Parallel Web Systems' search capabilities leaderboard for efficiency.

Parallel says M3.1 Flash delivers web research performance with Parallel Search similar to DeepSeek V4.1 Flash, scored 1017, at about one-third the cost.

The ranking and the cost comparison come from Parallel's statements, as quoted by MiniMax on X on October 20, 2026. The reports do not include the leaderboard's full results or the cost figures behind the one-third estimate.

Written by AI from the articles below · updated Oct 20, 4:17 PM ET

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Latest developmentOct 20, 4:14 PM ET
MiniMax M3.1 Flash ranks first on Parallel's search efficiency leaderboard

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Oct 20
  1. MiniMax (official)Official
    MiniMax M3.1 Flash ranks first on Parallel's search efficiency leaderboard

    AIMiniMax says its M3.1 Flash model now ranks first on Parallel Web Systems' search capabilities leaderboard for efficiency. Parallel reports it matches DeepSeek V4.1 Flash's web research performance with Parallel Search at roughly one-third the cost.

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