Real ChatGPT answer · index seedS8nV43eIe9UcompleteEducation · financial aid and scholarshipsinformational
Is there a lifetime dollar limit on how much a taxpayer can claim through the lifetime learning credit over the years?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is there a lifetime dollar limit on how much a taxpayer can claim through the lifetime learning credit over the years?
1 real search · 1 real-search pass
IRS Lifetime Learning Credit lifetime limit maximum total years claim $2,000 per tax returnGoogle ↗
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 (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
IRS Lifetime Learning Credit lifetime limit maximum total years claim $2,000 per tax return Google ↗
- IRS Publication 970 – Tax Benefits for Education · irs.gov
- Education credits 1 9 · irs.gov