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Georgian Language Benchmark: Two Biggest AI Labs Clash in a Language That Doesn't Play by Anyone's Rules

Benchmark compares leading AI labs on challenging Georgian language tasks.

Steady
Signal score
30
Trajectory
↓ Cooling
7-day est. ~0

Why this scored 30

every term, weighted
Velocity+10.0 / 40

Engagement gained per hour since the last capture, against the fastest item on its own source

Acceleration+12.7 / 25

Whether that velocity is itself speeding up, as a per-hour rate

Cross-source spread+0.0 / 25

How many independent communities are talking about the same entity

Recency+8.5 / 10

Decays to zero over 14 days

Saturation penalty−1.7 / 30

Subtracted once something is big and old — we rank what's next, not what's peaked

Composite29.5

Weights are hand-tuned, not learned — we're calibrating them against realized trends as history accumulates. On a topic's first sighting there's no previous reading to compare against, so acceleration starts from a neutral prior rather than a measurement, and velocity falls back to engagement over its whole lifetime until a second reading exists. Full methodology

Outlook

low confidence · estimate, not a guarantee

7-day

~0

range 0–12

14-day

~0

range 0–14

30-day

~0

range 0–19

Signal history

7-day window (free)
074

projected trajectory (estimate, not a guarantee)

Entities

georgian language benchmark
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Drop this in a README or blog post — it updates automatically as the score moves.