| |
Alpha This system is experimental. Scores and classifications are early-stage research and may be unreliable. Methodology → |
|
Model Comparison
| Model | Editorial | Structural | Class | Conf | SETL | Theme | | @cf/meta/llama-4-scout-17b-16e-instruct lite | ND | ND | — | 0.70 | — | — | | @cf/meta/llama-3.3-70b-instruct-fp8-fast lite | ND | ND | — | 0.67 | — | — | | @cf/meta/llama-3.3-70b-instruct-fp8-fast lite | +0.64 | ND | Strong positive | 0.90 | 0.00 | Surveillance and privacy | | @cf/meta/llama-4-scout-17b-16e-instruct lite | +0.56 | ND | Moderate positive | 0.90 | 0.00 | Surveillance Rights | | openai/gpt-oss-120b:free lite | ND | ND | — | — | — | — | | google/gemma-3-27b-it:free lite | ND | ND | — | — | — | — | | qwen/qwen3-coder:free lite | ND | ND | — | — | — | — | | Section | @cf/meta/llama-4-scout-17b-16e-instruct lite | @cf/meta/llama-3.3-70b-instruct-fp8-fast lite | @cf/meta/llama-3.3-70b-instruct-fp8-fast lite | @cf/meta/llama-4-scout-17b-16e-instruct lite | openai/gpt-oss-120b:free lite | google/gemma-3-27b-it:free lite | qwen/qwen3-coder:free lite | | Preamble | ND | ND | ND | ND | ND | ND | ND | | Article 1 | ND | ND | ND | ND | ND | ND | ND | | Article 2 | ND | ND | ND | ND | ND | ND | ND | | Article 3 | ND | ND | ND | ND | ND | ND | ND | | Article 4 | ND | ND | ND | ND | ND | ND | ND | | Article 5 | ND | ND | ND | ND | ND | ND | ND | | Article 6 | ND | ND | ND | ND | ND | ND | ND | | Article 7 | ND | ND | ND | ND | ND | ND | ND | | Article 8 | ND | ND | ND | ND | ND | ND | ND | | Article 9 | ND | ND | ND | ND | ND | ND | ND | | Article 10 | ND | ND | ND | ND | ND | ND | ND | | Article 11 | ND | ND | ND | ND | ND | ND | ND | | Article 12 | ND | ND | ND | ND | ND | ND | ND | | Article 13 | ND | ND | ND | ND | ND | ND | ND | | Article 14 | ND | ND | ND | ND | ND | ND | ND | | Article 15 | ND | ND | ND | ND | ND | ND | ND | | Article 16 | ND | ND | ND | ND | ND | ND | ND | | Article 17 | ND | ND | ND | ND | ND | ND | ND | | Article 18 | ND | ND | ND | ND | ND | ND | ND | | Article 19 | ND | ND | ND | ND | ND | ND | ND | | Article 20 | ND | ND | ND | ND | ND | ND | ND | | Article 21 | ND | ND | ND | ND | ND | ND | ND | | Article 22 | ND | ND | ND | ND | ND | ND | ND | | Article 23 | ND | ND | ND | ND | ND | ND | ND | | Article 24 | ND | ND | ND | ND | ND | ND | ND | | Article 25 | ND | ND | ND | ND | ND | ND | ND | | Article 26 | ND | ND | ND | ND | ND | ND | ND | | Article 27 | ND | ND | ND | ND | ND | ND | ND | | Article 28 | ND | ND | ND | ND | ND | ND | ND | | Article 29 | ND | ND | ND | ND | ND | ND | ND | | Article 30 | ND | ND | ND | ND | ND | ND | ND | | Summary ~lite Article investigates ShotSpotter surveillance tech, its secrecy, and potential biases.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
| |
Longitudinal
· 6 evals | |
Audit Trail
12 entries | 2026-03-05 13:49 | eval_success | PSQ evaluated: g-PSQ=0.166 (3 dims) | - - | | 2026-03-05 13:49 |
eval
|
Evaluated by llama-4-scout-wai-psq: +0.17 (Mild positive) | | | 2026-03-05 13:44 | eval_success | PSQ evaluated: g-PSQ=-0.350 (3 dims) | - - | | 2026-03-05 13:44 |
eval
|
Evaluated by llama-3.3-70b-wai-psq: -0.35 (Moderate negative) 0.00 | | | 2026-03-05 13:39 | eval_success | PSQ evaluated: g-PSQ=-0.350 (3 dims) | - - | | 2026-03-05 13:39 |
eval
|
Evaluated by llama-3.3-70b-wai-psq: -0.35 (Moderate negative) | | | 2026-03-01 18:21 | eval_success | Lite evaluated: Strong positive (0.64) | - - | | 2026-03-01 18:21 |
eval
|
Evaluated by llama-3.3-70b-wai: +0.64 (Strong positive) 0.00 | | | reasoning Investigative journalism exposes surveillance | | 2026-03-01 18:18 | eval_success | Lite evaluated: Moderate positive (0.56) | - - | | 2026-03-01 18:18 |
eval
|
Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) | | | reasoning Editorial discussing surveillance tech with rights concerns | | 2026-03-01 18:16 | eval_success | Lite evaluated: Strong positive (0.64) | - - | | 2026-03-01 18:16 |
eval
|
Evaluated by llama-3.3-70b-wai: +0.64 (Strong positive) | | | reasoning Investigative journalism exposes surveillance | | |
| |