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 Large language models?

Large-language-model research and product 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.

20Scored stories in window

286Older in archive

Which scored stories are tagged Large language models in this window?

Doc2Harness: Benchmarking LLMs on Long-Horizon Harness Engineering of Coding Agents HF-DAILY-PAPERS · 2026-10-15 00:00:00 UTC · capability 47.2
Are We Testing Too Much? A Survey of Benchmark Compression for Efficient Evaluation of Large Language Models HF-DAILY-PAPERS · 2026-10-15 00:00:00 UTC · capability 43.0
SafeDriveVLA: Navigation-Conditioned World Model Dreaming for Conflict-Aware End-to-End Autonomous Driving HF-DAILY-PAPERS · 2026-10-15 00:00:00 UTC · capability 41.9
Training LLMs for Multi-Agent Collaboration with Verifiable Information Rewards HF-DAILY-PAPERS · 2026-10-15 00:00:00 UTC · capability 40.5
Diff Diffusion: Predicting Edit Paths with Diffusion Models for Efficient Code Editing HF-DAILY-PAPERS · 2026-10-15 00:00:00 UTC · capability 40.5
PhySGA: A Physics-Space Grounded Agentic Framework for Generalizable and Interactive 3D Composition ARXIV-NEWEST · 2026-10-14 17:47:24 UTC · capability 35.3
PerSo: Investigating Facets of LLMs' Social Intelligence in Real-World Persuasion Scenarios ARXIV-NEWEST · 2026-10-14 17:39:35 UTC · capability 32.3
ReaDy: Recurrent States as Dynamic Context for Speculative Drafting in Hybrid Linear Attention Large Language Models ARXIV-NEWEST · 2026-10-14 17:08:52 UTC · capability 32.1
ChronoCulture: Evaluating Cultural Awareness Across Time in Large Language Models ARXIV-NEWEST · 2026-10-14 16:50:35 UTC · capability 32.0
From Training to Escalation: Forensic Analysis and Local Recreation of RL/RLHF-Induced Privilege Escalation in AI Agents (CVE-2026-65616) ARXIV-NEWEST · 2026-10-14 16:28:09 UTC · capability 31.9
From Unreliable to Usable: Decomposing Failure Modes and Confidence Signals in LLM Entity Extraction - Evidence from Cyber Threat Intelligence ARXIV-NEWEST · 2026-10-14 16:13:09 UTC · capability 31.8
When Does Momentum Help in Reinforcement Learning with Verifiable Rewards? ARXIV-NEWEST · 2026-10-14 16:11:14 UTC · capability 31.8
Cortex: Consolidating Context into Parametric Memory ARXIV-NEWEST · 2026-10-14 16:03:01 UTC · capability 31.8
Beyond the Verdict: Agentic Code Judging with Verifiable Feedback HF-DAILY-PAPERS · 2026-10-14 00:00:00 UTC · capability 37.2
Omni-Modal LLMs Know More Than They Say HF-DAILY-PAPERS · 2026-10-14 00:00:00 UTC · capability 35.3
CURIO: Curiosity-Driven Test-Time Learning for Open-Ended Discovery HF-DAILY-PAPERS · 2026-10-14 00:00:00 UTC · capability 33.9
EventLens: Event-Structure Reinforcement Learning for Video Understanding HF-DAILY-PAPERS · 2026-10-14 00:00:00 UTC · capability 33.9
Words to World: Benchmarking LLMs in Interactive Physical Environments HF-DAILY-PAPERS · 2026-10-14 00:00:00 UTC · capability 31.4
Google DeepMind’s New Resident Philosopher Tackles AI Ethics IEEE-AI · 2026-10-13 13:00:03 UTC · capability 26.0
Run multi-node inference workloads using Ray LLM Deep Learning Containers AWS-ML · 2026-10-12 15:50:14 UTC · compute 24.6

Which AI stories has SIREN scored in this window?

Which older scored stories are tagged Large language models?

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

Large Language Models for Machine Translation Quality Annotation: Humans and Models Are Both Challenged APPLE-ML · 2026-10-12 00:00:00 UTC · capability 22.1
Characterizing the role of reasoning tokens in large language models as state over tokens REDDIT-ARTIFICIAL · 2026-10-11 14:03:09 UTC · attention 21.3
A Letter to the Machines: Why LLMs Should Become Luddites LESSWRONG · 2026-10-11 08:59:26 UTC · governance 24.2
Too agreeable to be accurate? Sycophancy and diagnostic instability of large language models in medical diagnosis REDDIT-ARTIFICIAL · 2026-10-11 07:01:53 UTC · attention 20.2
MiniMax Valuation Plunges 80%, DeepSeek Seeks 100B Yuan Financing: Who Will Back Deals Amid the Large Language Model IPO Boom? GNEWS-AI · 2026-10-10 02:05:23 UTC · compute 35.7
OmniCapBench: A Deep-Structured Evaluation Framework for Fine-Grained Audio-Visual Captioning HF-DAILY-PAPERS · 2026-10-09 00:00:00 UTC · capability 38.4
A Closer Look at Agentic BBO: Benchmarking LLM Agents for Black-Box Optimization HF-DAILY-PAPERS · 2026-10-09 00:00:00 UTC · capability 35.0
U-Space: Uncovering When and Why Uncertainty Arises in Language Models HF-DAILY-PAPERS · 2026-10-09 00:00:00 UTC · capability 41.9
Foundations of Large Language Models HF-DAILY-PAPERS · 2026-10-09 00:00:00 UTC · capability 42.3
You Changed Your Mind, The Model Didn't: Demystifying Intent in Multi-Turn Dialogue HF-DAILY-PAPERS · 2026-10-09 00:00:00 UTC · capability 33.1
TokenRouter: Efficient Serving System for Token-Level LLM Routing HF-DAILY-PAPERS · 2026-10-09 00:00:00 UTC · capability 45.4
Do LLMs Understand Sequential Structure? A Controlled Study of Inference and Generation HF-DAILY-PAPERS · 2026-10-09 00:00:00 UTC · capability 37.2

Which older AI stories has SIREN kept in the archive?

What questions do people actually ask?

What has SIREN scored about Large language models?

306 scored stories match this published needle on SIREN (20 in the live window, 286 older in the archive). Large-language-model research and product stories scored in the newsroom or archive — coverage counts, not a capability ranking.

Which scored stories are tagged Large language models in this window?

20 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 Large language 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 Large language 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.