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Evidence Grounding

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Sep 3, 2026 · Artificial Intelligence

EASE: Teaching Multimodal RL Where to Look, Not Just What to Answer

EASE introduces evidence-anchored spatial attention supervision to multimodal reinforcement learning with verifiable rewards, using annotated evidence bounding boxes to guide model attention toward relevant image regions during training, improving accuracy on visual reasoning benchmarks without inference overhead.

Attention MechanismEMNLP 2026Evidence Grounding

0 likes · 13 min read

EASE: Teaching Multimodal RL Where to Look, Not Just What to Answer

Data Party THU

Feb 15, 2026 · Artificial Intelligence

Why Retrieval‑Augmented Generation Is Still Fragile: Boosting Generalization and Evidence‑Based Answers

Although modern information access is faster than ever, retrieval‑augmented generation systems remain vulnerable, especially when faced with distribution shifts, making it crucial to improve both retriever generalization across domains and languages and ensure generators produce evidence‑grounded responses or refuse when evidence is lacking.

AI robustnessEvidence GroundingRAG

0 likes · 3 min read

Why Retrieval‑Augmented Generation Is Still Fragile: Boosting Generalization and Evidence‑Based Answers