Real ChatGPT answer · index seedPwagk9ZxJjQcompleteEducation · financial aid and scholarshipsinformational
As a retired educator, I want to know if my past service counts toward teacher loan forgiveness programs if I return to substitute teaching.
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
As a retired educator, I want to know if my past service counts toward teacher loan forgiveness programs if I return to substitute teaching.
2 real searches · 1 real-search pass
U.S. Department of Education Teacher Loan Forgiveness five consecutive years full-time substitute teacher eligibility prior serviceGoogle ↗
OBSERVEDOther / navigational
Federal Student Aid Public Service Loan Forgiveness qualifying employment part-time 30 hours substitute teacher prior employment qualifying paymentsGoogle ↗
OBSERVEDYes / no
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 (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
U.S. Department of Education Teacher Loan Forgiveness five consecutive years full-time substitute teacher eligibility prior service Google ↗
Federal Student Aid Public Service Loan Forgiveness qualifying employment part-time 30 hours substitute teacher prior employment qualifying payments Google ↗
- Teacher Loan Forgiveness · studentaid.gov
- 1845-0059 Teacher Loan Forgiveness · studentaid.gov
- 4 Loan Forgiveness Programs for Teachers · studentaid.gov
- Public Service Loan Forgiveness Questions and Answers · studentaid.gov
- Tackling the Public Service Loan Forgiveness Form: Employer Tips · studentaid.gov
- [node:title] · studentaid.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
U.S. Department of Education Teacher Loan Forgiveness five consecutive years full-time substitute teacher eligibility prior service OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Federal Student Aid Public Service Loan Forgiveness qualifying employment part-time 30 hours substitute teacher prior employment qualifying payments OBSERVED | Google ↗ AI Mode ↗ | — | Yes / no | — | — | 1x of 1 |