Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.83 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.73 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 +0.10 Neutral 0.80 -0.10 AI Innovation
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 +0.16 Neutral 0.80 -0.16 AI Development
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
ND Gemini 3.1 Pro (blog.google)
963 points by MallocVoidstar 16 days ago | 914 comments on HN ~lite vlite-2.0
Summary ~lite
Google announces Gemini 3.1 Pro, an AI model for complex tasks.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal · 6 evals
+1 0 −1 HN
Audit Trail 26 entries
2026-03-05 10:22 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-05 10:22 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive)
2026-03-05 10:18 eval_success PSQ evaluated: g-PSQ=0.464 (3 dims) - -
2026-03-05 10:18 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-05 10:13 eval_success PSQ evaluated: g-PSQ=0.464 (3 dims) - -
2026-03-05 10:13 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive)
2026-03-03 06:44 eval_success Lite evaluated: Neutral (0.05) - -
2026-03-03 06:44 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
PR, neutral, structural alignment
2026-03-03 06:44 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-03 06:39 eval_success Lite evaluated: Neutral (0.08) - -
2026-03-03 06:39 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral)
reasoning
Product announcement, no explicit rights discussion, embodies access and transparency
2026-03-03 06:39 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-03 06:38 eval_success Lite evaluated: Neutral (0.05) - -
2026-03-03 06:38 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral)
reasoning
PR, neutral, structural alignment
2026-03-03 06:38 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-02-26 06:23 dlq Dead-lettered after 1 attempts: Gemini 3.1 Pro - -
2026-02-26 06:23 dlq Dead-lettered after 1 attempts: Gemini 3.1 Pro - -
2026-02-26 06:18 dlq Dead-lettered after 1 attempts: Gemini 3.1 Pro - -
2026-02-26 05:23 credit_exhausted Credit balance too low, retrying in 246s - -
2026-02-26 04:55 credit_exhausted Credit balance too low, retrying in 357s - -
2026-02-26 02:30 dlq_replay DLQ message 251 replayed: Gemini 3.1 Pro - -
2026-02-26 02:26 dlq_replay DLQ message 68 replayed: Gemini 3.1 Pro - -
2026-02-26 01:54 dlq Dead-lettered after 1 attempts: Gemini 3.1 Pro - -
2026-02-26 01:54 dlq Dead-lettered after 1 attempts: Gemini 3.1 Pro - -
2026-02-26 01:54 dlq Dead-lettered after 1 attempts: Gemini 3.1 Pro - -
2026-02-26 01:54 dlq Dead-lettered after 1 attempts: Gemini 3.1 Pro - -