RankingToolathlon Verified · source release snapshot; version not specified

Toolathlon Verified · source release snapshot; version not specified

Data updated 12 Sept 2026

Bucket
Agentic
Unit
percent
Direction
Higher is better
Version
source release snapshot; version not specified
Display harness
zai-org/GLM-5.3
Board
https://huggingface.co/zai-org/GLM-5.3

Compare published benchmark results with category weights →

Models

ModelScoreHarnessEvidenceSource-recorded date
Kimi K3Moonshot76.5%
Reported settings & source

GLM-5.3 release table; benchmark-specific harness and reasoning configurations in Evaluation Details.

First-party reported result.

zai-org/GLM-5.3 · Performance table: Toolathlon Verified · reviewed 2026-09-12

zai-org/GLM-5.3lab self-report2026-09-12
Claude Opus 4.8Anthropic76.2%
Reported settings & source

GLM-5.3 release table; benchmark-specific harness and reasoning configurations in Evaluation Details.

First-party reported result.

zai-org/GLM-5.3 · Performance table: Toolathlon Verified · reviewed 2026-09-12

zai-org/GLM-5.3lab self-report2026-09-12
GPT-5.6 SolOpenAI74.9%
Reported settings & source

GLM-5.3 release table; benchmark-specific harness and reasoning configurations in Evaluation Details.

First-party reported result.

zai-org/GLM-5.3 · Performance table: Toolathlon Verified · reviewed 2026-09-12

zai-org/GLM-5.3lab self-report2026-09-12
Claude Fable 5Anthropic74.7%
Reported settings & source

GLM-5.3 release table; benchmark-specific harness and reasoning configurations in Evaluation Details.

First-party reported result.

Comparison limit: The source column includes fallback execution without a documented exact effort.

zai-org/GLM-5.3 · Performance table: Toolathlon Verified · reviewed 2026-09-12

zai-org/GLM-5.3lab self-report2026-09-12
DeepSeek V4-Pro 0813DeepSeek74.1%
Reported settings & source

GLM-5.3 release table; benchmark-specific harness and reasoning configurations in Evaluation Details.

First-party reported result.

zai-org/GLM-5.3 · Performance table: Toolathlon Verified · reviewed 2026-09-12

zai-org/GLM-5.3lab self-report2026-09-12
GLM-5.3Z.ai73%
Reported settings & source

GLM-5.3 release table; benchmark-specific harness and reasoning configurations in Evaluation Details.

First-party reported result.

zai-org/GLM-5.3 · Performance table: Toolathlon Verified · reviewed 2026-09-12

zai-org/GLM-5.3lab self-report2026-09-12
Qwen 3.8-MaxQwen72.5%
Reported settings & source

GLM-5.3 release table; benchmark-specific harness and reasoning configurations in Evaluation Details.

First-party reported result.

zai-org/GLM-5.3 · Performance table: Toolathlon Verified · reviewed 2026-09-12

zai-org/GLM-5.3lab self-report2026-09-12
GLM-5.2Z.ai59.9%
Reported settings & source

GLM-5.3 release table; benchmark-specific harness and reasoning configurations in Evaluation Details.

First-party reported result.

zai-org/GLM-5.3 · Performance table: Toolathlon Verified · reviewed 2026-09-12

zai-org/GLM-5.3lab self-report2026-09-12
Claude Opus 4.8Anthropic76.2%
Reported settings & source

Meta Model API xhigh; Gemini high; Opus max; GPT xhigh. Best of self-reported or Meta reproduction unless specified. OSWorld GUI only; Terminal bash only5attempts89tasks6CPU8GB; DeepSWE no internet5attempts.

First-party reported result; comparator results retain the source evaluation setup.

Muse Spark 1.1 evaluation report Figure44 · Figure44 physical page101; methodology pages101–105 · reviewed 2026-09-06

Muse Spark 1.1 evaluation report Figure44lab self-report2026-09-06
Gemini 3.1 ProGoogle61.1%
Reported settings & source

Meta Model API xhigh; Gemini high; Opus max; GPT xhigh. Best of self-reported or Meta reproduction unless specified. OSWorld GUI only; Terminal bash only5attempts89tasks6CPU8GB; DeepSWE no internet5attempts.

First-party reported result; comparator results retain the source evaluation setup.

Muse Spark 1.1 evaluation report Figure44 · Figure44 physical page101; methodology pages101–105 · reviewed 2026-09-06

Muse Spark 1.1 evaluation report Figure44lab self-report2026-09-06
GPT-5.5OpenAI73.5%
Reported settings & source

Meta Model API xhigh; Gemini high; Opus max; GPT xhigh. Best of self-reported or Meta reproduction unless specified. OSWorld GUI only; Terminal bash only5attempts89tasks6CPU8GB; DeepSWE no internet5attempts.

First-party reported result; comparator results retain the source evaluation setup.

Muse Spark 1.1 evaluation report Figure44 · Figure44 physical page101; methodology pages101–105 · reviewed 2026-09-06

Muse Spark 1.1 evaluation report Figure44lab self-report2026-09-06
Muse Spark 1.1Meta75.6%
Reported settings & source

Meta Model API xhigh; Gemini high; Opus max; GPT xhigh. Best of self-reported or Meta reproduction unless specified. OSWorld GUI only; Terminal bash only5attempts89tasks6CPU8GB; DeepSWE no internet5attempts.

First-party reported result; comparator results retain the source evaluation setup.

Muse Spark 1.1 evaluation report Figure44 · Figure44 physical page101; methodology pages101–105 · reviewed 2026-09-06

Muse Spark 1.1 evaluation report Figure44lab self-report2026-09-06