Real ChatGPT answer · index seedR6tWezIvsGgcompleteB2B software · HR and payroll softwareinformational
What are the underlying causes of W2 form parsing failures when box 12 codes contain non standard alphanumeric characters?
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The searches the AI actually ran for this prompt.
SEED QUERY
What are the underlying causes of W2 form parsing failures when box 12 codes contain non standard alphanumeric characters?
2 real searches · 1 real-search pass
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). 1 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
IRS General Instructions for Forms W-2 and W-3 Box 12 codes official instructions valid codes OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
W-2 Box 12 code parsing OCR character recognition validation common issues OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |