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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 Reasoning models?

Reasoning-model and chain-of-thought 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.

3Scored stories in window
29Older in archive

Which scored stories are tagged Reasoning models in this window?

  1. VASPO: Self-Distillation with Privileged Value Estimation ARXIV-NEWEST · · capability 32.1
  2. MolLean: A Process-Verifiable Language for Chemical Reasoning ARXIV-NEWEST · · capability 32.0
  3. Quotes from Gemini 4 Argon's chain of thought REDDIT-SINGULARITY · · attention 26.6

Which AI stories has SIREN scored in this window?

Which older scored stories are tagged Reasoning models?

Kept in the permanent archive after they left the live window. Still scored stories — not a forecast.

  1. Examing Emergent Misalignment in a recurrent LLM with a logit lens LESSWRONG · · governance 21.8
  2. U.S. AI Distillation Fear Is Causing Models To Hide/Obscure Their Thinking To Prevent Chinese Duplication [Hypothesis] REDDIT-CONTROLPROBLEM · · attention 21.0
  3. Cited but Not Consulted: A Counterfactual Audit of Legal Chain-of-Thought Faithfulness ARXIV-NEWEST · · capability 27.6
  4. Questioning the Questions: Sustaining Self-Evolution in Reasoning Models HF-DAILY-PAPERS · · capability 45.4
  5. Reasoning-Token Spikes Under Prompted Untruthful Responding in Large Language Models ARXIV-NEWEST · · capability 27.0
  6. Making LLMs Say What They Think: Measuring and Improving CoT-Interpretability Alignment HF-DAILY-PAPERS · · capability 38.1
  7. Selective Transfer of RL Updates for Visual Reasoning ARXIV-NEWEST · · capability 26.8
  8. POLAR: Ontology-Guided Risk Prevention for Tool-Calling LLM Agents ARXIV-NEWEST · · capability 28.5
  9. Efficient Reasoning Training Does Not Always Harm CoT Faithfulness and Monitorability HF-DAILY-PAPERS · · capability 41.4
  10. PyINE: A Framework for Scalable Elicitation and Oversight via Code Execution ARXIV-NEWEST · · capability 23.4
  11. Reasoning Models Are Accurate but Unsound on Identification ARXIV-NEWEST · · capability 21.5
  12. Efficient Reasoning Training Does Not Always Harm CoT Faithfulness and Monitorability ARXIV-NEWEST · · capability 41.1

Which older AI stories has SIREN kept in the archive?

What questions do people actually ask?

What has SIREN scored about Reasoning models?

32 scored stories match this published needle on SIREN (3 in the live window, 29 older in the archive). Reasoning-model and chain-of-thought stories scored in the newsroom or archive.

Which scored stories are tagged Reasoning models in this window?

3 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 Reasoning models?

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 Reasoning models 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.

Which other tags have scored stories?

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