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GLM-5.1 matches frontier social reasoning
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REDDIT · REDDIT// 4h agoBENCHMARK RESULT

GLM-5.1 matches frontier social reasoning

Zhipu AI's GLM-5.1 model demonstrated competitive performance against top-tier frontier models like Claude Opus 4.6 in a complex social deduction benchmark based on Blood on the Clocktower. Despite its significantly lower cost of $0.92 per game and a flawless 0% tool error rate, the model successfully navigated the game's intricate social reasoning and strategic deception requirements.

// ANALYSIS

GLM-5.1 proves that high-level social reasoning and theory of mind are no longer exclusive to the most expensive closed-source models.

  • Achieving a 0% tool error rate in a multi-turn social game indicates significant architectural robustness for agentic interactions.
  • A 75% cost reduction compared to Claude Opus 4.6 makes GLM-5.1 a highly attractive option for developers building complex, long-running agent simulations.
  • Success in Blood on the Clocktower—which requires tracking hidden roles, deception, and logical deduction—suggests GLM-5.1 has advanced beyond simple pattern matching into genuine strategic reasoning.
  • The model's performance on domestic hardware highlights a maturing ecosystem for high-performance AI training outside the Nvidia monoculture.
// TAGS
llmreasoningbenchmarkglm-5.1agentopen-source

DISCOVERED

4h ago

2026-04-12

PUBLISHED

6h ago

2026-04-12

RELEVANCE

8/ 10

AUTHOR

cjami