FOLIO
PulseAugur coverage of FOLIO — every cluster mentioning FOLIO across labs, papers, and developer communities, ranked by signal.
- 2026-06-03 research_milestone Researchers identified significant inaccuracies in FOLIO and MALLS datasets and proposed an LLM-assisted framework to improve annotation accuracy. source
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FOLIO system enhances streaming video understanding with focused semantic memory
Researchers have introduced FOLIO, a novel training-free system designed for understanding streaming video. FOLIO addresses the challenge of unbounded memory costs in continuous video streams by intelligently compressin…
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Alogic unveils new Mac-compatible touchscreens and portable displays
Alogic has introduced a new range of touchscreen displays and portable monitors, highlighted at the InfoComm 2026 trade show. The lineup includes the Fokus wall-mounted touchscreens for meeting rooms, the Aspekt Touch 2…
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New framework finds and fixes errors in AI logic datasets
Researchers have identified significant inaccuracies in popular Natural Language to First-Order Logic (NL-to-FOL) datasets, with FOLIO and MALLS showing approximately 39% and 36% incorrect formalizations, respectively. …
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Folio App Released for AI Image Management
A new desktop application named Folio has been released, designed to help users manage and browse AI-generated images. Developed as a personal tool, Folio offers a fast and minimal interface for viewing images, organizi…
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New theory guides LLM action decisions by selecting optimal controller classes
Researchers have introduced a "Regime Theory" to guide how large language models decide on the best action for a given input. The theory categorizes controllers into four classes, from simple fixed actions to complex pr…