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3 results for “grounded reasoning”
ViSAGE: Constructing Self-Correcting Memories for Long-Form Video Understanding
ViSAGE is a new multimodal agentic memory framework designed to reduce entity confusion and hallucination in long-form video understanding by introducing cross-modal identity anchoring, bidirectional memory refinement, and multi-agent cross-verification.
Aug 3, 2026
ADAGE: A Language-Agnostic Pipeline for Analogical Reasoning Evaluation
Researchers introduced ADAGE, a language-agnostic pipeline for building culturally grounded, translation-free analogical reasoning benchmarks in Arabic, Amharic, and Japanese, revealing significant performance drops (12–52 pp) for open-weight LLMs on non-English tasks compared to English proverb reasoning.
Jul 28, 2026
Identifying and Resolving Pitfalls of Knowledge-Based VQA Benchmarks: Auditing, Repairing, and Augmenting
Researchers identify flaws in knowledge-based VQA benchmarks, proposing audit-and-repair protocol.
Published Jul 2, 2026 · Analyzed Jul 5, 2026