ENTITY
FOLIO
FOLIO
PulseAugur coverage of FOLIO — every cluster mentioning FOLIO across labs, papers, and developer communities, ranked by signal.
Total · 30d
2
2 over 90d
Releases · 30d
0
0 over 90d
Papers · 30d
2
2 over 90d
TIER MIX · 90D
TOPICS
TIMELINE
- 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
SENTIMENT · 30D
1 day(s) with sentiment data
RECENT · PAGE 1/1 · 2 TOTAL
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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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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…