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Entidex · Signal Layer

How fast do LLMs learn about real-world events?

We probe Claude, ChatGPT and Gemini at regular intervals and grade their answers against a known ground truth. The result is a live picture of LLM awareness lag — per model, per topic, with retrieval on or off.

Pick an entity to inspect:

AMDARM HoldingsARM HoldingsAdidasAdobe After EffectsAdobe After EffectsAgiloftAlphabet Inc. / GoogleAlphabet Inc. / GoogleAmazonAmazon Prime VideoAmerican Academy of Arts and Sciences

LLM awareness over time

Tracking awareness scores for American Academy of Arts and Sciences over recent probes.

02550751000probe #1
ClaudeChatGPTGemini

Awareness Matrix

How well each LLM knows American Academy of Arts and Sciences — by topic and retrieval mode.

Last probed: 14m ago

General knowledge

Model
Retrieval OFF
Retrieval ON
Lag (days)
Claude———
ChatGPT65——
Gemini———

Recent events

ModelRetrieval OFFRetrieval ONLag (days)
Claude———
ChatGPT30——
Gemini———

Current sentiment

ModelRetrieval OFFRetrieval ONLag (days)
Claude———
ChatGPT30——
Gemini———
Score 0–100. Composite of: did the model mention the entity, how accurately it recalled known recent events, depth of knowledge, and how hedged the response was.

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