Real ChatGPT answer · index seedph5336ulxxMcompleteEducation · tutoringinformational

What is the actual efficacy rate of Duolingo Spanish modules for achieving professional conversational fluency according to recent linguistics studies?

ChatGPTgpt-63 queries11/1/2026
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The searches the AI actually ran for this prompt.

SEED QUERY
What is the actual efficacy rate of Duolingo Spanish modules for achieving professional conversational fluency according to recent linguistics studies?
3 real searches · 1 real-search pass
Duolingo Spanish language learning efficacy study conversational speaking fluency 2025 2026Google ↗
OBSERVEDConsequence
Duolingo Spanish efficacy study speaking proficiency conversational fluency research 2023 2024Google ↗
OBSERVEDReason
Duolingo effectiveness study language learning speaking proficiency CEFR Spanish university researchGoogle ↗
OBSERVEDReason

Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.

Query classes

Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.

ChatGPT real searches (3)
Short factOther / navigationalComparisonConsequence33%Reason67%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
Duolingo Spanish language learning efficacy study conversational speaking fluency 2025 2026 Google ↗
Duolingo Spanish efficacy study speaking proficiency conversational fluency research 2023 2024 Google ↗
Duolingo effectiveness study language learning speaking proficiency CEFR Spanish university research Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Duolingo Spanish language learning efficacy study conversational speaking fluency 2025 2026
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
Duolingo Spanish efficacy study speaking proficiency conversational fluency research 2023 2024
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Duolingo effectiveness study language learning speaking proficiency CEFR Spanish university research
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1