German Language LLM Index
a PeerBench project

Individual experiment result

INCLUDE (DE)

GLM-5.3 Flash Z.ai

Exact match reasoning on / locked fp8
86.9%
Exact match

Run details

Date
2026-08-30
Test cases
107
Median latency
4.28s
Total cost
$0.0003
Avg. prompt tokens
124.5
Avg. answer tokens
81
Avg. reasoning tokens
6
Quantization
fp8

About this benchmark

INCLUDE-DE v1.2: 107 valid German questions after a blinded semantic audit excluded 32 duplicate, wrong-keyed, non-unique, corrupted, or underspecified source rows consistently; strict final-answer parsing; primary metric exact match.

4-option multiple choice native · Native German Source ↗

Provenance

Canonical model
z-ai/glm-5.3-flash
Run ID
2026-08-30T15-49-06__openrouter__z-ai__glm-5.3-flash__include_de