UTC05:21ZNowSIREN 456.6/100Delta+0.5upsince 03:34ZObservedSources15/15reportingStatusOPERATIONAL

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 Test-time compute?

Test-time compute and inference-time scaling 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.

2Scored stories in window
10Older in archive

Which scored stories are tagged Test-time compute in this window?

  1. Decoupled Marginal Sharpening for Training-Free Inference-Time Scaling ARXIV-NEWEST · · capability 32.0
  2. Beyond the Verdict: Agentic Code Judging with Verifiable Feedback HF-DAILY-PAPERS · · capability 37.2

Which AI stories has SIREN scored in this window?

Which older scored stories are tagged Test-time compute?

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

  1. From Pareto to Preference: Personalized Test-Time Scaling via Amortized Agentic Policy Discovery HF-DAILY-PAPERS · · capability 41.7
  2. DiVeR: Decision-Critical Verifier Learning for VLA Test-Time Scaling HF-DAILY-PAPERS · · capability 37.1
  3. CLIFT: Conformal Self-Verification for Web Agent Training and Test-Time Scaling ARXIV-NEWEST · · capability 27.3
  4. Cheap to Draw, Expensive to Trust: Certifying Test-Time Scaling Curves ARXIV-NEWEST · · capability 26.9
  5. RefCon: Iterative Refinement and Contrastive Memory Extraction for Context-Evolving Agent ARXIV-NEWEST · · capability 28.7
  6. TGRL: Temperature-Grouped Reinforcement Learning for Efficient Exploration in LLMs HF-DAILY-PAPERS · · capability 37.1
  7. Improving Test-Time Scaling with Adaptive Looped Transformers HF-DAILY-PAPERS · · capability 57.0
  8. Beyond Solo and Consistency: Vindicating Multi-Agent Debate via Conditional Progressive Pruning ARXIV-NEWEST · · capability 27.9
  9. HyperMCTS: Hypergraph-Augmented MCTS for Long-Horizon LLM Agents ARXIV-NEWEST · · capability 27.6
  10. Strategically Diverse Sampling for Self-Training ARXIV-NEWEST · · capability 20.6

Which older AI stories has SIREN kept in the archive?

What questions do people actually ask?

What has SIREN scored about Test-time compute?

12 scored stories match this published needle on SIREN (2 in the live window, 10 older in the archive). Test-time compute and inference-time scaling stories scored in the newsroom or archive.

Which scored stories are tagged Test-time compute 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 Test-time compute?

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 Test-time compute 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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