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Pending benchmarksTracking since Oct 16, 2026

Is GLiClass v4 state of the art?Pending benchmarks.Announced Oct 16, 2026; no independent results yet.

Knowledgator's family of instruction-following classifier encoders, from a 435M Edge model up to a 27B model.

Announced facts

The details so far

Lab
Knowledgator
Announced
Oct 16, 2026
API
Not yet
Open weights
Unknown
Parameters
435M (Edge) to 27B
Focus
Instruction-following classification

Tags marked unsure are not stated on the lab's own pages.

Next steps

What would let us call it

Verdicts use only independent boards we already track. Two consecutive snapshots are required before any crown.

  • Publicly announced with a source
  • Usable by the public (API or weights)
  • Listed on an independent board we track
  • Enough results for a rank in a category
  • Holds across two snapshots (crowns only)
Self-reported

What the lab claims

Self-reported. Shown for context; not used in any verdict.

Lab claim: the Edge model scores 47.49 on Knowledgator's own Decision Index (self-reported).

Receipts

Sources

LABKnowledgator announcement on Xx.com/knowledgator/status/2111119574317826489 · Oct 16, 2026

Tracking ends Jan 14, 2027 unless the API or weights become available.