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 AI verifiers?
Verifier and verification-model research stories scored in the newsroom or archive — coverage counts, not a capability ranking. 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 AI verifiers in this window?
- Scaling Discovery Requires Forgetting 32.3
- Same Claim, Different Interpretations: How LLM Agents Resolve Ambiguity in Scientific Claims 32.0
- WorkRover: Scaling Long-Horizon Cowork Agent Training Via Recursive Environment Evolution 38.9
- Beyond the Verdict: Agentic Code Judging with Verifiable Feedback 37.2
Which AI stories has SIREN scored in this window?
Which older scored stories are tagged AI verifiers?
Kept in the permanent archive after they left the live window. Still scored stories — not a forecast.
- TRACE: Diagnosing Verifier Brittleness in Agentic Evaluation 27.0
- From Expert-Guided Proof Search to Automated Open-Problem Solving 27.0
- DiVeR: Decision-Critical Verifier Learning for VLA Test-Time Scaling 37.1
- Same-Number Citation Swaps: Stress-Testing Jev as a Financial Evidence Judge 29.8
- OSWorld-Pro: Process-based Evaluation for Computer Use Agents 40.0
- ProgressCompass: Embodied Progress Reward Models Are Lost Without the Right Context 40.0
- AdaSpark: Adaptive DSpark with Online Learning for Tree Verification and N-gram Fill 27.8
- Skill2Real: Agentic Skill Learning for Zero-Shot Sim-to-Real Robot Manipulation 36.9
- Self-Supervised Scaling of Terminal Environments for Scientific Domains 39.4
- Not Self-Decidable: LLMs Cannot Draw the Boundary of What an Agent Verifier Can Check 23.1
- Cheap to Draw, Expensive to Trust: Certifying Test-Time Scaling Curves 26.9
- Coding Agents for Coding Theory 29.5
Which older AI stories has SIREN kept in the archive?
What questions do people actually ask?
What has SIREN scored about AI verifiers?
21 scored stories match this published needle on SIREN (4 in the live window, 17 older in the archive). Verifier and verification-model research stories scored in the newsroom or archive — coverage counts, not a capability ranking.
Which scored stories are tagged AI verifiers in this window?
4 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 AI verifiers?
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 AI verifiers 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.