Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite +0.10 ND Mild positive 0.80 0.00 Economic rights
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 0.80 0.00 Economic Policy
Section @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-4-scout-17b-16e-instruct 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
+0.10 Tell HN: Help restore the tax deduction for software dev in the US (Section 174)
2439 points by dang 263 days ago | 907 comments on HN | Mild positive ~lite vlight-1.4
Summary ~lite Economic rights Acknowledges
Tax deduction for software development
EQ 0.60
SO 0.40
TD 0.70
Light evaluation by llama-3.3-70b-wai · editorial channel only · no per-section breakdown available
Audit Trail 41 entries
2026-02-28 07:39 eval_success Light evaluated: Mild positive (0.10) - -
2026-02-28 07:39 eval Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) -0.10
2026-02-28 07:39 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 07:02 eval_success Light evaluated: Mild positive (0.20) - -
2026-02-28 07:02 eval Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) +0.10
2026-02-28 07:02 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 06:44 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 06:44 rater_validation_warn Light validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 06:44 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
2026-02-28 06:08 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 06:08 eval_success Light evaluated: Mild positive (0.10) - -
2026-02-28 06:08 eval Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
2026-02-28 05:50 eval_success Light evaluated: Mild positive (0.10) - -
2026-02-28 05:50 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 05:50 eval Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
2026-02-28 05:27 eval_success Light evaluated: Mild positive (0.10) - -
2026-02-28 05:27 eval Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) +0.10
2026-02-28 05:27 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 05:16 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 05:16 rater_validation_warn Light validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 05:16 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
2026-02-28 04:59 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 04:59 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
2026-02-28 04:59 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 7R - -
2026-02-28 04:58 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 04:58 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) -0.20
2026-02-28 04:38 eval_success Light evaluated: Mild positive (0.20) - -
2026-02-28 04:38 eval Evaluated by llama-4-scout-wai: +0.20 (Mild positive) 0.00
2026-02-28 04:31 eval_success Light evaluated: Mild positive (0.20) - -
2026-02-28 04:31 eval Evaluated by llama-4-scout-wai: +0.20 (Mild positive) +0.20
2026-02-28 04:20 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 04:20 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) -0.20
2026-02-28 04:06 eval Evaluated by llama-4-scout-wai: +0.20 (Mild positive) 0.00
2026-02-28 03:45 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
2026-02-28 03:45 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
2026-02-28 03:19 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
2026-02-28 03:12 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
2026-02-28 02:35 eval Evaluated by llama-4-scout-wai: +0.20 (Mild positive) 0.00
2026-02-28 02:20 eval Evaluated by llama-4-scout-wai: +0.20 (Mild positive) 0.00
2026-02-28 01:31 eval Evaluated by llama-4-scout-wai: +0.20 (Mild positive)
2026-02-28 01:26 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)