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AskStream: When and What to Ask Proactively under Uncertainty in Streaming Video Understanding
44.1/100 SIREN scoreRead the full story →
Recent advances in multimodal large language models have increased interest in interaction paradigms for video understanding. The evolution from offline to streaming and proactive interaction has…
Source: What has SIREN scored via Hugging Face Daily Papers? · original · first seen by this index at
Publisher: What has SIREN scored from huggingface.co?. A publisher link means the original URL host cleared the outlet gate (≥5 scored stories in this window).
Topics: What has SIREN scored about Multimodal AI?, What has SIREN scored about Large language models?, What has SIREN scored about AI uncertainty?. 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 | 20.0 |
| recency | 17.7 |
| engagement | 6.4 |
| corroboration | 0.0 |
| entities | 0.0 |
| severity | 0.0 |
| coverage | 0.0 |
| Total | 44.1 |
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?
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- VibeGame: Prompt-to-Game Development with AI-Native Engine and Self-Evolving Adversarial Agent Team 47.2
- WeVisCut: The Whole Editing Room in One Agent From Narration to Long-Form Video 47.2
- A Broader Look into MLLM's Retrieval Heads 46.9
What questions do people actually ask?
What is the score on this story?
Scored 44.1 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.