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Beta This system is experimental. Scores and classifications are early-stage research and may be unreliable. Methodology → |
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Model Comparison
| Model | Editorial | Structural | Class | Conf | SETL | Theme | | @cf/meta/llama-4-scout-17b-16e-instruct lite | +0.40 | +0.16 | Moderate positive | 0.90 | 0.31 | Tax Filing Rights | | @cf/meta/llama-3.3-70b-instruct-fp8-fast lite | +0.20 | +0.16 | Mild positive | 0.80 | 0.09 | Tax Filing Access | | Section | @cf/meta/llama-4-scout-17b-16e-instruct lite | @cf/meta/llama-3.3-70b-instruct-fp8-fast lite | Delta | | Preamble | ND | ND | | Article 1 | ND | ND | | Article 2 | ND | ND | | Article 3 | ND | ND | | Article 4 | ND | ND | | Article 5 | ND | ND | | Article 6 | ND | ND | | Article 7 | ND | ND | | Article 8 | ND | ND | | Article 9 | ND | ND | | Article 10 | ND | ND | | Article 11 | ND | ND | | Article 12 | ND | ND | | Article 13 | ND | ND | | Article 14 | ND | ND | | Article 15 | ND | ND | | Article 16 | ND | ND | | Article 17 | ND | ND | | Article 18 | ND | ND | | Article 19 | ND | ND | | Article 20 | ND | ND | | Article 21 | ND | ND | | Article 22 | ND | ND | | Article 23 | ND | ND | | Article 24 | ND | ND | | Article 25 | ND | ND | | Article 26 | ND | ND | | Article 27 | ND | ND | | Article 28 | ND | ND | | Article 29 | ND | ND | | Article 30 | ND | ND | | Summary ~lite Tax Filing Rights Advocates The author used AI to file taxes for free, criticizing Intuit's lobbying against free tax filing.
Lite evaluation by llama-4-scout-wai · editorial channel only · no per-section breakdown available
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Longitudinal
14 HN snapshots · 3 evals | |
Audit Trail
8 entries | 2026-03-03 17:13 | eval_success | Lite evaluated: Moderate positive (0.30) | - - | | 2026-03-03 17:13 |
eval
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Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00 | | | reasoning The content discusses using AI for tax filing, criticizes Intuit's lobbying against free tax filing, and implicitly supp | | 2026-03-03 17:13 | rater_validation_warn | Lite validation warnings for model llama-4-scout-wai: 0W 1R | - - | | 2026-03-03 17:08 | eval_success | Lite evaluated: Moderate positive (0.30) | - - | | 2026-03-03 17:08 |
eval
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Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) | | | reasoning The content discusses using AI for tax filing, criticizes Intuit's lobbying against free tax filing, and implicitly supp | | 2026-03-03 17:08 | rater_validation_warn | Lite validation warnings for model llama-4-scout-wai: 0W 1R | - - | | 2026-03-03 17:07 | eval_success | Lite evaluated: Mild positive (0.18) | - - | | 2026-03-03 17:07 |
eval
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Evaluated by llama-3.3-70b-wai: +0.18 (Mild positive) | | | reasoning Tax filing with AI, critiquing TurboTax | | |
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