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Cycle-of-Thought: Self-Evaluative Iterative Reasoning for Table Visual Question Answering in Document Images
22.0/100 SIREN scoreRead the full story →
Recent advances in Vision-Language Models (VLMs) have significantly improved Visual Question Answering (VQA) performance, yet their reasoning over structured content such as tables remains…
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 AI hallucination?, What has SIREN scored about Vision-language models?, What has SIREN scored about Visual language?. 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 | 5.7 |
| corroboration | 0.0 |
| entities | 0.0 |
| engagement | 0.0 |
| severity | 0.0 |
| coverage | 0.0 |
| Total | 22.0 |
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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- Omni-Woodpecker: Hallucination Correction via Evidence-Prior Rebalancing for Omni LLMs 46.3
- Echo: Coupled Action and Task Status Signal Denoising for Vision Language Action Models 42.7
- DirCast: Live Esports Directing and Commentary with a Single Streaming Video-Language Model 41.3
- HoloBoxing: A Simple Recipe for Humanoid Boxing with 7 Minutes of Single-GPU Training 41.3
What questions do people actually ask?
What is the score on this story?
Scored 22.0 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.