Which AI stories has SIREN scored in this window? · Which AI news tags have SIREN pages? · Which AI tags has SIREN scored stories about?
What has SIREN scored about Preference data?
RLHF, DPO, and preference-tuning stories scored in the newsroom or archive. A tag page lists scored stories whose title or summary matched a published needle — not a probability of harm and not a ranking of the companies named.
Which scored stories are tagged Preference data in this window?
- Manacá-1B-Instruct-2: Reproducible Safety Alignment for a Native Brazilian-Portuguese LLM. Negative DPO Results, a Controlled Composition Scan, and a Silent Failure Mode of the LLM Judge 32.3
- From Training to Escalation: Forensic Analysis and Local Recreation of RL/RLHF-Induced Privilege Escalation in AI Agents (CVE-2026-65616) 31.9
Which AI stories has SIREN scored in this window?
Which older scored stories are tagged Preference data?
Kept in the permanent archive after they left the live window. Still scored stories — not a forecast.
- A Scoping Review and Experimental Study on Reinforcement Learning from Human Feedback for Human-Robot Collaboration 26.5
- Sherpa: Teaching LLMs to Teach Adaptively 36.9
- Sherpa: Teaching LLMs to Teach Adaptively 46.8
- SeLMRoute: Probabilistic Semantic Evidence for Large Language Model Routing 38.1
- Using Context Is Not Enough: Test-Time Training for Personalized Reward Modeling 30.5
- BA-DPO: Bias-Adjusted Direct Preference Optimization for Language Model Alignment 30.9
Which older AI stories has SIREN kept in the archive?
What questions do people actually ask?
What has SIREN scored about Preference data?
8 scored stories match this published needle on SIREN (2 in the live window, 6 older in the archive). RLHF, DPO, and preference-tuning stories scored in the newsroom or archive.
Which scored stories are tagged Preference data in this window?
2 scored stories matched this published needle in the current window. A tag page lists headlines — not a topic doom score.
Which older scored stories are tagged Preference data?
Kept in the permanent archive after they left the live window. Still scored stories — not a forecast.
Which other tags have scored stories?
Other published tags that clear the substance gate, each linking What has SIREN scored about that tag?
Does SIREN publish a Preference data doom score?
No. Activity tempo, not probability of harm. A tag page lists matching headlines — not a probability of harm and not a ranking of the companies named.