Which AI stories has SIREN scored in this window? · What has SIREN scored under Capability? · What has SIREN scored as Papers? ·
Source Preference in the Wild: How LLM Agents Favor Items by Source, and How to Reduce It
As LLM agents decide on users' behalf which product to buy, which hotel to book, or which paper to cite, a preference for items from certain sources (the sites or services they come from) shapes what…
Source: What has SIREN scored via arXiv cs.AI / cs.LG / cs.CL (newest)? · original · first seen by this index at
Publisher: What has SIREN scored from arxiv.org?. A publisher link means the original URL host cleared the outlet gate (≥5 scored stories in this window).
Topics: What has SIREN scored about LLM agents?. A topic link means the title or summary matched a published needle with enough other stories to clear the tag gate.
What is the score on this story?
| Component | Points |
|---|---|
| source weight | 16.3 |
| recency | 6.0 |
| corroboration | 0.0 |
| entities | 0.0 |
| engagement | 0.0 |
| severity | 0.0 |
| coverage | 0.0 |
| Total | 22.3 |
Every term is published and every input is public, so this number can be recomputed. It ranks the item inside the 800-item window; it is not a judgement about importance in the world.
How many sources carried this story?Corroboration
Carried by one source. That is the normal case — most items are reported once — and it is stated rather than left blank so a single-source item cannot be mistaken for a corroborated one.
Which related stories are in this window?
- openai/openai-agents-python v0.24.0 41.4
- More Than Three Quarters of Small Business Owners Say AI Makes Them More Productive, But Most Need More Guidance 33.9
- Any Time, Any Space: A World-State-Centric Framework for Agentic Video Generation 52.9
- LatentLoop: Scaling Looped MoE Models with Asymmetric Compute Allocation 51.0
- Seeing, Maintaining, and Learning: The Evolution of Multimodal Agent Memory 50.1
What questions do people actually ask?
What is the score on this story?
Scored 22.3 of 100. Every term is published and every input is public, so this number can be recomputed. It ranks the item inside the 800-item window — not a judgement about importance in the world and not an item doom score.
How many sources carried this story?
Carried by one source. That is the normal case — most items are reported once — and it is stated rather than left blank so a single-source item cannot be mistaken for a corroborated one.
Which related stories are in this window?
5 related stories in the same window, each with its own permanent scored page.
Does SIREN publish an item doom score?
No. Activity tempo, not probability of harm. A permanent story page carries a tempo score decomposition and corroboration set, not a probability of harm.