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 Long context?
Long-context model and serving 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 Long context in this window?
Which AI stories has SIREN scored in this window?
Which older scored stories are tagged Long context?
Kept in the permanent archive after they left the live window. Still scored stories — not a forecast.
- I Built a O(NlogN) attention system that retains 97% accuracy over long context (MQAR)[P] 21.0
- SparseEngine: Sparse-First Inference Engine 38.6
- VFold: Symmetry-Aware Cross-Layer Value Cache Compression 27.6
- Mechanics of Long-Context Hybrid Models Part 1.1: From Hybrid Attention to Hybrid Position 41.9
- UNREAL: Unifying Retrieval and Long-Context with a Single Model 40.1
- HLA: Expressive Hybrid Linear Attention via Chunk-Wise Dynamic Mixing 36.1
- OVAL: Output-Aware Local Page Bases for KV Cache Retrieval 27.8
- HLA: Expressive Hybrid Linear Attention via Chunk-Wise Dynamic Mixing 27.2
- KeyRec: Bounded Visual Memory for Streaming and Long-Video Understanding 40.2
- Triadic Linear Attention: Three-Dimensional Recurrent States for Long-Context Sequence Modeling 39.4
- KV$^2$: A Self-Refining KV Cache 22.3
- Page-EntroKV: Hardware-Aligned, Entropy-Weighted KV-Cache Eviction under Grouped-Query Attention 22.2
Which older AI stories has SIREN kept in the archive?
What questions do people actually ask?
What has SIREN scored about Long context?
28 scored stories match this published needle on SIREN (1 in the live window, 27 older in the archive). Long-context model and serving stories scored in the newsroom or archive.
Which scored stories are tagged Long context in this window?
1 scored story matched this published needle in the current window. A tag page lists headlines — not a topic doom score.
Which older scored stories are tagged Long context?
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 Long context 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.