Verdict
Claude Fable 5 leads 16–1 across 17 shared benchmarks.
Claude Fable 5 16 · GLM-5.2 1 · higher isn't always better — check the caveats below.
Reported scores — protocols may differ. How we compare
Reasoning: Claude Fable 5 leads 2–1 across 3 shared reasoning benchmarks (largest gap: SimpleQA Verified, 68.3 vs 38.1 — single evaluator).
Unknown: Claude Fable 5 leads 3–0 across 3 shared unknown benchmarks (largest gap: ProofBench, 95 vs 35 — single evaluator).
Coding: Claude Fable 5 leads 2–0 across 2 shared coding benchmarks (largest gap: FrontierCode, 53.5 vs 24.5 — single evaluator).
Math: Claude Fable 5 leads 2–0 across 2 shared math benchmarks (largest gap: FrontierMath-Tier-4-v2-Private, 87.8 vs 29.27 — single evaluator).
Vendor claims — compare against the measured scores above. A claim is what a developer says about its own model, not an independent measurement.
Agentic / Tool Use
“The longer and more complex the task, the larger Fable 5's lead over our other models”
Coding
“It is state-of-the-art on nearly all tested benchmarks of AI capability, showing exceptional performance in software engineering, knowledge work, vision, scientific research, and many other areas”
General
“Fable 5's capabilities exceed those of any model we've ever made generally available”
Multimodal
“It can extract precise numbers from detailed scientific figures and can perform complex vision-based tasks like rebuilding a web app's source code from screenshots alone”
Coding
“Advanced Coding with Flexible Effort: Stronger coding capabilities with multiple thinking effort levels to balance performance and latency”
Context Handling
“We propose IndexShare, which reuses the same indexer across every four sparse attention layers, reducing per-token FLOPs by 2.9x at a 1M context length.”
General
“Pure Open: An MIT open-source license - no regional limits, technical access without borders”
Claude Fable 5 leads 16–1 across 17 shared benchmarks. Claude Fable 5 leads 16 benchmarks and GLM-5.2 leads 1. Higher isn't always better — see the integrity caveats on each benchmark.
Claude Fable 5 and GLM-5.2 have 17 benchmarks in common in our data — those are the only rows where a direct, apples-to-apples comparison is drawn.
Claude Fable 5 leads unknown 3–0. Claude Fable 5 leads coding 2–0.